{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一题 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2-Jan</td>\n",
       "      <td>1400</td>\n",
       "      <td>13600</td>\n",
       "      <td>14735</td>\n",
       "      <td>3718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2-Feb</td>\n",
       "      <td>1800</td>\n",
       "      <td>13100</td>\n",
       "      <td>14057</td>\n",
       "      <td>4590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2-Mar</td>\n",
       "      <td>2000</td>\n",
       "      <td>14300</td>\n",
       "      <td>14662</td>\n",
       "      <td>5190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2-Apr</td>\n",
       "      <td>2300</td>\n",
       "      <td>16000</td>\n",
       "      <td>16334</td>\n",
       "      <td>4806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2-May</td>\n",
       "      <td>2350</td>\n",
       "      <td>17800</td>\n",
       "      <td>18357</td>\n",
       "      <td>4665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Date  Total number of license issued  lowest price   avg price  \\\n",
       "0  2-Jan                            1400          13600      14735   \n",
       "1  2-Feb                            1800          13100      14057   \n",
       "2  2-Mar                            2000          14300      14662   \n",
       "3  2-Apr                            2300          16000      16334   \n",
       "4  2-May                            2350          17800      18357   \n",
       "\n",
       "   Total number of applicants  \n",
       "0                        3718  \n",
       "1                        4590  \n",
       "2                        5190  \n",
       "3                        4806  \n",
       "4                        4665  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\闫厚镇\\Desktop\\datawhale学习\\pandas综合练习\\2002年-2018年上海机动车拍照拍卖.csv\",encoding=\"utf-8\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一问：哪一次拍卖的中标率首次小于 5%？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"rate\"] = df[\"Total number of license issued\"]/df[\"Total number of applicants\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "      <th>rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>15-May</td>\n",
       "      <td>7482</td>\n",
       "      <td>79000</td>\n",
       "      <td>79099</td>\n",
       "      <td>156007</td>\n",
       "      <td>0.047959</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Date  Total number of license issued  lowest price   avg price  \\\n",
       "159  15-May                            7482          79000      79099   \n",
       "\n",
       "     Total number of applicants      rate  \n",
       "159                      156007  0.047959  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query('rate<0.05').head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题三：将第一列时间列拆分成两个列，一列为年份（格式为 20××），另一列为月份（英语缩写），添加到列表作为第一第二列，并将原表第一列删除，其他列依次向后顺延。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "      <th>rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2-Jan</td>\n",
       "      <td>1400</td>\n",
       "      <td>13600</td>\n",
       "      <td>14735</td>\n",
       "      <td>3718</td>\n",
       "      <td>0.376547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2-Feb</td>\n",
       "      <td>1800</td>\n",
       "      <td>13100</td>\n",
       "      <td>14057</td>\n",
       "      <td>4590</td>\n",
       "      <td>0.392157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2-Mar</td>\n",
       "      <td>2000</td>\n",
       "      <td>14300</td>\n",
       "      <td>14662</td>\n",
       "      <td>5190</td>\n",
       "      <td>0.385356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2-Apr</td>\n",
       "      <td>2300</td>\n",
       "      <td>16000</td>\n",
       "      <td>16334</td>\n",
       "      <td>4806</td>\n",
       "      <td>0.478568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2-May</td>\n",
       "      <td>2350</td>\n",
       "      <td>17800</td>\n",
       "      <td>18357</td>\n",
       "      <td>4665</td>\n",
       "      <td>0.503751</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Date  Total number of license issued  lowest price   avg price  \\\n",
       "0  2-Jan                            1400          13600      14735   \n",
       "1  2-Feb                            1800          13100      14057   \n",
       "2  2-Mar                            2000          14300      14662   \n",
       "3  2-Apr                            2300          16000      16334   \n",
       "4  2-May                            2350          17800      18357   \n",
       "\n",
       "   Total number of applicants      rate  \n",
       "0                        3718  0.376547  \n",
       "1                        4590  0.392157  \n",
       "2                        5190  0.385356  \n",
       "3                        4806  0.478568  \n",
       "4                        4665  0.503751  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>mon</th>\n",
       "      <th>Total number of applicants</th>\n",
       "      <th>avg price</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>Total number of license issued</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002</td>\n",
       "      <td>Jan</td>\n",
       "      <td>3718</td>\n",
       "      <td>14735</td>\n",
       "      <td>13600</td>\n",
       "      <td>1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2002</td>\n",
       "      <td>Feb</td>\n",
       "      <td>4590</td>\n",
       "      <td>14057</td>\n",
       "      <td>13100</td>\n",
       "      <td>1800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002</td>\n",
       "      <td>Mar</td>\n",
       "      <td>5190</td>\n",
       "      <td>14662</td>\n",
       "      <td>14300</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2002</td>\n",
       "      <td>Apr</td>\n",
       "      <td>4806</td>\n",
       "      <td>16334</td>\n",
       "      <td>16000</td>\n",
       "      <td>2300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2002</td>\n",
       "      <td>May</td>\n",
       "      <td>4665</td>\n",
       "      <td>18357</td>\n",
       "      <td>17800</td>\n",
       "      <td>2350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2002</td>\n",
       "      <td>Jun</td>\n",
       "      <td>4502</td>\n",
       "      <td>20178</td>\n",
       "      <td>19600</td>\n",
       "      <td>2800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2002</td>\n",
       "      <td>Jul</td>\n",
       "      <td>3774</td>\n",
       "      <td>20904</td>\n",
       "      <td>19800</td>\n",
       "      <td>3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2002</td>\n",
       "      <td>Aug</td>\n",
       "      <td>4640</td>\n",
       "      <td>21601</td>\n",
       "      <td>21000</td>\n",
       "      <td>3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2002</td>\n",
       "      <td>Sep</td>\n",
       "      <td>4393</td>\n",
       "      <td>24040</td>\n",
       "      <td>23600</td>\n",
       "      <td>3200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2002</td>\n",
       "      <td>Oct</td>\n",
       "      <td>4661</td>\n",
       "      <td>27040</td>\n",
       "      <td>26400</td>\n",
       "      <td>3200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2002</td>\n",
       "      <td>Nov</td>\n",
       "      <td>4021</td>\n",
       "      <td>31721</td>\n",
       "      <td>30800</td>\n",
       "      <td>3200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2002</td>\n",
       "      <td>Dec</td>\n",
       "      <td>3525</td>\n",
       "      <td>27848</td>\n",
       "      <td>27800</td>\n",
       "      <td>3600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2003</td>\n",
       "      <td>Jan</td>\n",
       "      <td>9442</td>\n",
       "      <td>24267</td>\n",
       "      <td>18800</td>\n",
       "      <td>3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2003</td>\n",
       "      <td>Feb</td>\n",
       "      <td>12030</td>\n",
       "      <td>25254</td>\n",
       "      <td>23800</td>\n",
       "      <td>3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2003</td>\n",
       "      <td>Mar</td>\n",
       "      <td>11219</td>\n",
       "      <td>29551</td>\n",
       "      <td>28800</td>\n",
       "      <td>3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2003</td>\n",
       "      <td>Apr</td>\n",
       "      <td>8794</td>\n",
       "      <td>34845</td>\n",
       "      <td>34100</td>\n",
       "      <td>3300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2003</td>\n",
       "      <td>May</td>\n",
       "      <td>14634</td>\n",
       "      <td>36903</td>\n",
       "      <td>35000</td>\n",
       "      <td>3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2003</td>\n",
       "      <td>Jun</td>\n",
       "      <td>15507</td>\n",
       "      <td>37667</td>\n",
       "      <td>36100</td>\n",
       "      <td>5500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2003</td>\n",
       "      <td>Jul</td>\n",
       "      <td>11929</td>\n",
       "      <td>38269</td>\n",
       "      <td>36900</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2003</td>\n",
       "      <td>Aug</td>\n",
       "      <td>9315</td>\n",
       "      <td>39369</td>\n",
       "      <td>38500</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2003</td>\n",
       "      <td>Sep</td>\n",
       "      <td>8532</td>\n",
       "      <td>38728</td>\n",
       "      <td>28800</td>\n",
       "      <td>6650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2003</td>\n",
       "      <td>Oct</td>\n",
       "      <td>9383</td>\n",
       "      <td>34842</td>\n",
       "      <td>32800</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2003</td>\n",
       "      <td>Nov</td>\n",
       "      <td>9849</td>\n",
       "      <td>34284</td>\n",
       "      <td>33100</td>\n",
       "      <td>5042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2003</td>\n",
       "      <td>Dec</td>\n",
       "      <td>10491</td>\n",
       "      <td>38054</td>\n",
       "      <td>37100</td>\n",
       "      <td>4776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2004</td>\n",
       "      <td>Jan</td>\n",
       "      <td>8663</td>\n",
       "      <td>39516</td>\n",
       "      <td>38000</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2004</td>\n",
       "      <td>Feb</td>\n",
       "      <td>10156</td>\n",
       "      <td>40053</td>\n",
       "      <td>39600</td>\n",
       "      <td>4800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2004</td>\n",
       "      <td>Mar</td>\n",
       "      <td>9950</td>\n",
       "      <td>43333</td>\n",
       "      <td>43000</td>\n",
       "      <td>4800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2004</td>\n",
       "      <td>Apr</td>\n",
       "      <td>8150</td>\n",
       "      <td>45492</td>\n",
       "      <td>44200</td>\n",
       "      <td>5500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2004</td>\n",
       "      <td>May</td>\n",
       "      <td>8114</td>\n",
       "      <td>34226</td>\n",
       "      <td>10800</td>\n",
       "      <td>6527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2004</td>\n",
       "      <td>Jun</td>\n",
       "      <td>19233</td>\n",
       "      <td>21001</td>\n",
       "      <td>17800</td>\n",
       "      <td>6233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jul</td>\n",
       "      <td>240750</td>\n",
       "      <td>87235</td>\n",
       "      <td>87200</td>\n",
       "      <td>11475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2016</td>\n",
       "      <td>Aug</td>\n",
       "      <td>251188</td>\n",
       "      <td>86946</td>\n",
       "      <td>86900</td>\n",
       "      <td>11549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2016</td>\n",
       "      <td>Sep</td>\n",
       "      <td>229544</td>\n",
       "      <td>86523</td>\n",
       "      <td>86500</td>\n",
       "      <td>12889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2016</td>\n",
       "      <td>Oct</td>\n",
       "      <td>213212</td>\n",
       "      <td>88359</td>\n",
       "      <td>88300</td>\n",
       "      <td>11621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2016</td>\n",
       "      <td>Nov</td>\n",
       "      <td>215424</td>\n",
       "      <td>88665</td>\n",
       "      <td>88600</td>\n",
       "      <td>11549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2016</td>\n",
       "      <td>Dec</td>\n",
       "      <td>219882</td>\n",
       "      <td>88412</td>\n",
       "      <td>88300</td>\n",
       "      <td>12261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2017</td>\n",
       "      <td>Jan</td>\n",
       "      <td>232101</td>\n",
       "      <td>87685</td>\n",
       "      <td>87600</td>\n",
       "      <td>12215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2017</td>\n",
       "      <td>Feb</td>\n",
       "      <td>251717</td>\n",
       "      <td>88240</td>\n",
       "      <td>88200</td>\n",
       "      <td>10157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2017</td>\n",
       "      <td>Mar</td>\n",
       "      <td>262010</td>\n",
       "      <td>87916</td>\n",
       "      <td>87800</td>\n",
       "      <td>10356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2017</td>\n",
       "      <td>Apr</td>\n",
       "      <td>252273</td>\n",
       "      <td>89850</td>\n",
       "      <td>89800</td>\n",
       "      <td>12196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2017</td>\n",
       "      <td>May</td>\n",
       "      <td>270197</td>\n",
       "      <td>90209</td>\n",
       "      <td>90100</td>\n",
       "      <td>10316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2017</td>\n",
       "      <td>Jun</td>\n",
       "      <td>244349</td>\n",
       "      <td>89532</td>\n",
       "      <td>89400</td>\n",
       "      <td>10312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2017</td>\n",
       "      <td>Jul</td>\n",
       "      <td>269189</td>\n",
       "      <td>92250</td>\n",
       "      <td>92200</td>\n",
       "      <td>10325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2017</td>\n",
       "      <td>Aug</td>\n",
       "      <td>256083</td>\n",
       "      <td>91629</td>\n",
       "      <td>91600</td>\n",
       "      <td>10558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2017</td>\n",
       "      <td>Sep</td>\n",
       "      <td>250566</td>\n",
       "      <td>91415</td>\n",
       "      <td>91300</td>\n",
       "      <td>12413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2017</td>\n",
       "      <td>Oct</td>\n",
       "      <td>244868</td>\n",
       "      <td>93540</td>\n",
       "      <td>93500</td>\n",
       "      <td>11388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2017</td>\n",
       "      <td>Nov</td>\n",
       "      <td>226911</td>\n",
       "      <td>93130</td>\n",
       "      <td>93100</td>\n",
       "      <td>11002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2017</td>\n",
       "      <td>Dec</td>\n",
       "      <td>228148</td>\n",
       "      <td>92848</td>\n",
       "      <td>92800</td>\n",
       "      <td>12147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jan</td>\n",
       "      <td>226316</td>\n",
       "      <td>87936</td>\n",
       "      <td>87900</td>\n",
       "      <td>12183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2018</td>\n",
       "      <td>Feb</td>\n",
       "      <td>220831</td>\n",
       "      <td>87660</td>\n",
       "      <td>87600</td>\n",
       "      <td>11098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mar</td>\n",
       "      <td>217056</td>\n",
       "      <td>88176</td>\n",
       "      <td>88100</td>\n",
       "      <td>9855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>2018</td>\n",
       "      <td>Apr</td>\n",
       "      <td>204980</td>\n",
       "      <td>87089</td>\n",
       "      <td>86900</td>\n",
       "      <td>11916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2018</td>\n",
       "      <td>May</td>\n",
       "      <td>198627</td>\n",
       "      <td>89018</td>\n",
       "      <td>89000</td>\n",
       "      <td>10216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jun</td>\n",
       "      <td>209672</td>\n",
       "      <td>87900</td>\n",
       "      <td>87800</td>\n",
       "      <td>10775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jul</td>\n",
       "      <td>202337</td>\n",
       "      <td>88380</td>\n",
       "      <td>88300</td>\n",
       "      <td>10395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2018</td>\n",
       "      <td>Aug</td>\n",
       "      <td>192755</td>\n",
       "      <td>88365</td>\n",
       "      <td>88300</td>\n",
       "      <td>10402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sep</td>\n",
       "      <td>189142</td>\n",
       "      <td>87410</td>\n",
       "      <td>87300</td>\n",
       "      <td>12712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>2018</td>\n",
       "      <td>Oct</td>\n",
       "      <td>181861</td>\n",
       "      <td>88070</td>\n",
       "      <td>88000</td>\n",
       "      <td>10728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2018</td>\n",
       "      <td>Nov</td>\n",
       "      <td>177355</td>\n",
       "      <td>87374</td>\n",
       "      <td>87300</td>\n",
       "      <td>11766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2018</td>\n",
       "      <td>Dec</td>\n",
       "      <td>165442</td>\n",
       "      <td>87508</td>\n",
       "      <td>87400</td>\n",
       "      <td>12850</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year  mon  Total number of applicants  avg price  lowest price   \\\n",
       "0    2002  Jan                        3718      14735          13600   \n",
       "1    2002  Feb                        4590      14057          13100   \n",
       "2    2002  Mar                        5190      14662          14300   \n",
       "3    2002  Apr                        4806      16334          16000   \n",
       "4    2002  May                        4665      18357          17800   \n",
       "5    2002  Jun                        4502      20178          19600   \n",
       "6    2002  Jul                        3774      20904          19800   \n",
       "7    2002  Aug                        4640      21601          21000   \n",
       "8    2002  Sep                        4393      24040          23600   \n",
       "9    2002  Oct                        4661      27040          26400   \n",
       "10   2002  Nov                        4021      31721          30800   \n",
       "11   2002  Dec                        3525      27848          27800   \n",
       "12   2003  Jan                        9442      24267          18800   \n",
       "13   2003  Feb                       12030      25254          23800   \n",
       "14   2003  Mar                       11219      29551          28800   \n",
       "15   2003  Apr                        8794      34845          34100   \n",
       "16   2003  May                       14634      36903          35000   \n",
       "17   2003  Jun                       15507      37667          36100   \n",
       "18   2003  Jul                       11929      38269          36900   \n",
       "19   2003  Aug                        9315      39369          38500   \n",
       "20   2003  Sep                        8532      38728          28800   \n",
       "21   2003  Oct                        9383      34842          32800   \n",
       "22   2003  Nov                        9849      34284          33100   \n",
       "23   2003  Dec                       10491      38054          37100   \n",
       "24   2004  Jan                        8663      39516          38000   \n",
       "25   2004  Feb                       10156      40053          39600   \n",
       "26   2004  Mar                        9950      43333          43000   \n",
       "27   2004  Apr                        8150      45492          44200   \n",
       "28   2004  May                        8114      34226          10800   \n",
       "29   2004  Jun                       19233      21001          17800   \n",
       "..    ...  ...                         ...        ...            ...   \n",
       "173  2016  Jul                      240750      87235          87200   \n",
       "174  2016  Aug                      251188      86946          86900   \n",
       "175  2016  Sep                      229544      86523          86500   \n",
       "176  2016  Oct                      213212      88359          88300   \n",
       "177  2016  Nov                      215424      88665          88600   \n",
       "178  2016  Dec                      219882      88412          88300   \n",
       "179  2017  Jan                      232101      87685          87600   \n",
       "180  2017  Feb                      251717      88240          88200   \n",
       "181  2017  Mar                      262010      87916          87800   \n",
       "182  2017  Apr                      252273      89850          89800   \n",
       "183  2017  May                      270197      90209          90100   \n",
       "184  2017  Jun                      244349      89532          89400   \n",
       "185  2017  Jul                      269189      92250          92200   \n",
       "186  2017  Aug                      256083      91629          91600   \n",
       "187  2017  Sep                      250566      91415          91300   \n",
       "188  2017  Oct                      244868      93540          93500   \n",
       "189  2017  Nov                      226911      93130          93100   \n",
       "190  2017  Dec                      228148      92848          92800   \n",
       "191  2018  Jan                      226316      87936          87900   \n",
       "192  2018  Feb                      220831      87660          87600   \n",
       "193  2018  Mar                      217056      88176          88100   \n",
       "194  2018  Apr                      204980      87089          86900   \n",
       "195  2018  May                      198627      89018          89000   \n",
       "196  2018  Jun                      209672      87900          87800   \n",
       "197  2018  Jul                      202337      88380          88300   \n",
       "198  2018  Aug                      192755      88365          88300   \n",
       "199  2018  Sep                      189142      87410          87300   \n",
       "200  2018  Oct                      181861      88070          88000   \n",
       "201  2018  Nov                      177355      87374          87300   \n",
       "202  2018  Dec                      165442      87508          87400   \n",
       "\n",
       "     Total number of license issued  \n",
       "0                              1400  \n",
       "1                              1800  \n",
       "2                              2000  \n",
       "3                              2300  \n",
       "4                              2350  \n",
       "5                              2800  \n",
       "6                              3000  \n",
       "7                              3000  \n",
       "8                              3200  \n",
       "9                              3200  \n",
       "10                             3200  \n",
       "11                             3600  \n",
       "12                             3000  \n",
       "13                             3000  \n",
       "14                             3000  \n",
       "15                             3300  \n",
       "16                             3800  \n",
       "17                             5500  \n",
       "18                             6000  \n",
       "19                             4500  \n",
       "20                             6650  \n",
       "21                             4500  \n",
       "22                             5042  \n",
       "23                             4776  \n",
       "24                             5000  \n",
       "25                             4800  \n",
       "26                             4800  \n",
       "27                             5500  \n",
       "28                             6527  \n",
       "29                             6233  \n",
       "..                              ...  \n",
       "173                           11475  \n",
       "174                           11549  \n",
       "175                           12889  \n",
       "176                           11621  \n",
       "177                           11549  \n",
       "178                           12261  \n",
       "179                           12215  \n",
       "180                           10157  \n",
       "181                           10356  \n",
       "182                           12196  \n",
       "183                           10316  \n",
       "184                           10312  \n",
       "185                           10325  \n",
       "186                           10558  \n",
       "187                           12413  \n",
       "188                           11388  \n",
       "189                           11002  \n",
       "190                           12147  \n",
       "191                           12183  \n",
       "192                           11098  \n",
       "193                            9855  \n",
       "194                           11916  \n",
       "195                           10216  \n",
       "196                           10775  \n",
       "197                           10395  \n",
       "198                           10402  \n",
       "199                           12712  \n",
       "200                           10728  \n",
       "201                           11766  \n",
       "202                           12850  \n",
       "\n",
       "[203 rows x 6 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['mon'] = [i[1] for i in df.Date.str.split('-')]\n",
    "df['year'] = [int(i[0])+2000 for i in df.Date.str.split('-')]\n",
    "del df['Date']\n",
    "df.reindex(columns =df.columns.tolist()[::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题二：按年统计拍卖最低价的下列统计量：最大值、均值、0.75 分位数，要求显示在同一张表上。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>0.75分位数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>30800</td>\n",
       "      <td>20316.666667</td>\n",
       "      <td>24300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>38500</td>\n",
       "      <td>31983.333333</td>\n",
       "      <td>36300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>44200</td>\n",
       "      <td>29408.333333</td>\n",
       "      <td>38400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>37900</td>\n",
       "      <td>31908.333333</td>\n",
       "      <td>35600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>39900</td>\n",
       "      <td>37058.333333</td>\n",
       "      <td>39525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>53800</td>\n",
       "      <td>45691.666667</td>\n",
       "      <td>48950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>37300</td>\n",
       "      <td>29945.454545</td>\n",
       "      <td>34150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>36900</td>\n",
       "      <td>31333.333333</td>\n",
       "      <td>34150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>44900</td>\n",
       "      <td>38008.333333</td>\n",
       "      <td>41825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>53800</td>\n",
       "      <td>47958.333333</td>\n",
       "      <td>51000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>68900</td>\n",
       "      <td>61108.333333</td>\n",
       "      <td>65325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>90800</td>\n",
       "      <td>79125.000000</td>\n",
       "      <td>82550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>74600</td>\n",
       "      <td>73816.666667</td>\n",
       "      <td>74000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>85300</td>\n",
       "      <td>80575.000000</td>\n",
       "      <td>83450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>88600</td>\n",
       "      <td>85733.333333</td>\n",
       "      <td>87475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>93500</td>\n",
       "      <td>90616.666667</td>\n",
       "      <td>92350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>89000</td>\n",
       "      <td>87825.000000</td>\n",
       "      <td>88150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        max          mean  0.75分位数\n",
       "year                              \n",
       "2002  30800  20316.666667    24300\n",
       "2003  38500  31983.333333    36300\n",
       "2004  44200  29408.333333    38400\n",
       "2005  37900  31908.333333    35600\n",
       "2006  39900  37058.333333    39525\n",
       "2007  53800  45691.666667    48950\n",
       "2008  37300  29945.454545    34150\n",
       "2009  36900  31333.333333    34150\n",
       "2010  44900  38008.333333    41825\n",
       "2011  53800  47958.333333    51000\n",
       "2012  68900  61108.333333    65325\n",
       "2013  90800  79125.000000    82550\n",
       "2014  74600  73816.666667    74000\n",
       "2015  85300  80575.000000    83450\n",
       "2016  88600  85733.333333    87475\n",
       "2017  93500  90616.666667    92350\n",
       "2018  89000  87825.000000    88150"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('year')['lowest price '].agg(['max','mean',( \"0.75分位数\",lambda x:x.quantile(0.75))])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题四：现在将表格行索引设为多级索引，外层为年份，内层为原表格第二至第五列的变量名，列索引为月份。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>mon</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2002</th>\n",
       "      <th>1400</th>\n",
       "      <th>13600</th>\n",
       "      <th>14735</th>\n",
       "      <th>3718</th>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800</th>\n",
       "      <th>13100</th>\n",
       "      <th>14057</th>\n",
       "      <th>4590</th>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <th>14300</th>\n",
       "      <th>14662</th>\n",
       "      <th>5190</th>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <th>16000</th>\n",
       "      <th>16334</th>\n",
       "      <th>4806</th>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <th>17800</th>\n",
       "      <th>18357</th>\n",
       "      <th>4665</th>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2800</th>\n",
       "      <th>19600</th>\n",
       "      <th>20178</th>\n",
       "      <th>4502</th>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">3000</th>\n",
       "      <th>19800</th>\n",
       "      <th>20904</th>\n",
       "      <th>3774</th>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21000</th>\n",
       "      <th>21601</th>\n",
       "      <th>4640</th>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">3200</th>\n",
       "      <th>23600</th>\n",
       "      <th>24040</th>\n",
       "      <th>4393</th>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26400</th>\n",
       "      <th>27040</th>\n",
       "      <th>4661</th>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30800</th>\n",
       "      <th>31721</th>\n",
       "      <th>4021</th>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <th>27800</th>\n",
       "      <th>27848</th>\n",
       "      <th>3525</th>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2003</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">3000</th>\n",
       "      <th>18800</th>\n",
       "      <th>24267</th>\n",
       "      <th>9442</th>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23800</th>\n",
       "      <th>25254</th>\n",
       "      <th>12030</th>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28800</th>\n",
       "      <th>29551</th>\n",
       "      <th>11219</th>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3300</th>\n",
       "      <th>34100</th>\n",
       "      <th>34845</th>\n",
       "      <th>8794</th>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <th>35000</th>\n",
       "      <th>36903</th>\n",
       "      <th>14634</th>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5500</th>\n",
       "      <th>36100</th>\n",
       "      <th>37667</th>\n",
       "      <th>15507</th>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6000</th>\n",
       "      <th>36900</th>\n",
       "      <th>38269</th>\n",
       "      <th>11929</th>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <th>38500</th>\n",
       "      <th>39369</th>\n",
       "      <th>9315</th>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6650</th>\n",
       "      <th>28800</th>\n",
       "      <th>38728</th>\n",
       "      <th>8532</th>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <th>32800</th>\n",
       "      <th>34842</th>\n",
       "      <th>9383</th>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <th>33100</th>\n",
       "      <th>34284</th>\n",
       "      <th>9849</th>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4776</th>\n",
       "      <th>37100</th>\n",
       "      <th>38054</th>\n",
       "      <th>10491</th>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2004</th>\n",
       "      <th>5000</th>\n",
       "      <th>38000</th>\n",
       "      <th>39516</th>\n",
       "      <th>8663</th>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">4800</th>\n",
       "      <th>39600</th>\n",
       "      <th>40053</th>\n",
       "      <th>10156</th>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43000</th>\n",
       "      <th>43333</th>\n",
       "      <th>9950</th>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5500</th>\n",
       "      <th>44200</th>\n",
       "      <th>45492</th>\n",
       "      <th>8150</th>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6527</th>\n",
       "      <th>10800</th>\n",
       "      <th>34226</th>\n",
       "      <th>8114</th>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <th>17800</th>\n",
       "      <th>21001</th>\n",
       "      <th>19233</th>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">2016</th>\n",
       "      <th>11475</th>\n",
       "      <th>87200</th>\n",
       "      <th>87235</th>\n",
       "      <th>240750</th>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11549</th>\n",
       "      <th>86900</th>\n",
       "      <th>86946</th>\n",
       "      <th>251188</th>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12889</th>\n",
       "      <th>86500</th>\n",
       "      <th>86523</th>\n",
       "      <th>229544</th>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11621</th>\n",
       "      <th>88300</th>\n",
       "      <th>88359</th>\n",
       "      <th>213212</th>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11549</th>\n",
       "      <th>88600</th>\n",
       "      <th>88665</th>\n",
       "      <th>215424</th>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12261</th>\n",
       "      <th>88300</th>\n",
       "      <th>88412</th>\n",
       "      <th>219882</th>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2017</th>\n",
       "      <th>12215</th>\n",
       "      <th>87600</th>\n",
       "      <th>87685</th>\n",
       "      <th>232101</th>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10157</th>\n",
       "      <th>88200</th>\n",
       "      <th>88240</th>\n",
       "      <th>251717</th>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10356</th>\n",
       "      <th>87800</th>\n",
       "      <th>87916</th>\n",
       "      <th>262010</th>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12196</th>\n",
       "      <th>89800</th>\n",
       "      <th>89850</th>\n",
       "      <th>252273</th>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10316</th>\n",
       "      <th>90100</th>\n",
       "      <th>90209</th>\n",
       "      <th>270197</th>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10312</th>\n",
       "      <th>89400</th>\n",
       "      <th>89532</th>\n",
       "      <th>244349</th>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10325</th>\n",
       "      <th>92200</th>\n",
       "      <th>92250</th>\n",
       "      <th>269189</th>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10558</th>\n",
       "      <th>91600</th>\n",
       "      <th>91629</th>\n",
       "      <th>256083</th>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12413</th>\n",
       "      <th>91300</th>\n",
       "      <th>91415</th>\n",
       "      <th>250566</th>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11388</th>\n",
       "      <th>93500</th>\n",
       "      <th>93540</th>\n",
       "      <th>244868</th>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11002</th>\n",
       "      <th>93100</th>\n",
       "      <th>93130</th>\n",
       "      <th>226911</th>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12147</th>\n",
       "      <th>92800</th>\n",
       "      <th>92848</th>\n",
       "      <th>228148</th>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2018</th>\n",
       "      <th>12183</th>\n",
       "      <th>87900</th>\n",
       "      <th>87936</th>\n",
       "      <th>226316</th>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11098</th>\n",
       "      <th>87600</th>\n",
       "      <th>87660</th>\n",
       "      <th>220831</th>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9855</th>\n",
       "      <th>88100</th>\n",
       "      <th>88176</th>\n",
       "      <th>217056</th>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11916</th>\n",
       "      <th>86900</th>\n",
       "      <th>87089</th>\n",
       "      <th>204980</th>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10216</th>\n",
       "      <th>89000</th>\n",
       "      <th>89018</th>\n",
       "      <th>198627</th>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10775</th>\n",
       "      <th>87800</th>\n",
       "      <th>87900</th>\n",
       "      <th>209672</th>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10395</th>\n",
       "      <th>88300</th>\n",
       "      <th>88380</th>\n",
       "      <th>202337</th>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10402</th>\n",
       "      <th>88300</th>\n",
       "      <th>88365</th>\n",
       "      <th>192755</th>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12712</th>\n",
       "      <th>87300</th>\n",
       "      <th>87410</th>\n",
       "      <th>189142</th>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10728</th>\n",
       "      <th>88000</th>\n",
       "      <th>88070</th>\n",
       "      <th>181861</th>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11766</th>\n",
       "      <th>87300</th>\n",
       "      <th>87374</th>\n",
       "      <th>177355</th>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12850</th>\n",
       "      <th>87400</th>\n",
       "      <th>87508</th>\n",
       "      <th>165442</th>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        mon\n",
       "year Total number of license issued lowest price  avg price Total number of applicants     \n",
       "2002 1400                           13600         14735     3718                        Jan\n",
       "     1800                           13100         14057     4590                        Feb\n",
       "     2000                           14300         14662     5190                        Mar\n",
       "     2300                           16000         16334     4806                        Apr\n",
       "     2350                           17800         18357     4665                        May\n",
       "     2800                           19600         20178     4502                        Jun\n",
       "     3000                           19800         20904     3774                        Jul\n",
       "                                    21000         21601     4640                        Aug\n",
       "     3200                           23600         24040     4393                        Sep\n",
       "                                    26400         27040     4661                        Oct\n",
       "                                    30800         31721     4021                        Nov\n",
       "     3600                           27800         27848     3525                        Dec\n",
       "2003 3000                           18800         24267     9442                        Jan\n",
       "                                    23800         25254     12030                       Feb\n",
       "                                    28800         29551     11219                       Mar\n",
       "     3300                           34100         34845     8794                        Apr\n",
       "     3800                           35000         36903     14634                       May\n",
       "     5500                           36100         37667     15507                       Jun\n",
       "     6000                           36900         38269     11929                       Jul\n",
       "     4500                           38500         39369     9315                        Aug\n",
       "     6650                           28800         38728     8532                        Sep\n",
       "     4500                           32800         34842     9383                        Oct\n",
       "     5042                           33100         34284     9849                        Nov\n",
       "     4776                           37100         38054     10491                       Dec\n",
       "2004 5000                           38000         39516     8663                        Jan\n",
       "     4800                           39600         40053     10156                       Feb\n",
       "                                    43000         43333     9950                        Mar\n",
       "     5500                           44200         45492     8150                        Apr\n",
       "     6527                           10800         34226     8114                        May\n",
       "     6233                           17800         21001     19233                       Jun\n",
       "...                                                                                     ...\n",
       "2016 11475                          87200         87235     240750                      Jul\n",
       "     11549                          86900         86946     251188                      Aug\n",
       "     12889                          86500         86523     229544                      Sep\n",
       "     11621                          88300         88359     213212                      Oct\n",
       "     11549                          88600         88665     215424                      Nov\n",
       "     12261                          88300         88412     219882                      Dec\n",
       "2017 12215                          87600         87685     232101                      Jan\n",
       "     10157                          88200         88240     251717                      Feb\n",
       "     10356                          87800         87916     262010                      Mar\n",
       "     12196                          89800         89850     252273                      Apr\n",
       "     10316                          90100         90209     270197                      May\n",
       "     10312                          89400         89532     244349                      Jun\n",
       "     10325                          92200         92250     269189                      Jul\n",
       "     10558                          91600         91629     256083                      Aug\n",
       "     12413                          91300         91415     250566                      Sep\n",
       "     11388                          93500         93540     244868                      Oct\n",
       "     11002                          93100         93130     226911                      Nov\n",
       "     12147                          92800         92848     228148                      Dec\n",
       "2018 12183                          87900         87936     226316                      Jan\n",
       "     11098                          87600         87660     220831                      Feb\n",
       "     9855                           88100         88176     217056                      Mar\n",
       "     11916                          86900         87089     204980                      Apr\n",
       "     10216                          89000         89018     198627                      May\n",
       "     10775                          87800         87900     209672                      Jun\n",
       "     10395                          88300         88380     202337                      Jul\n",
       "     10402                          88300         88365     192755                      Aug\n",
       "     12712                          87300         87410     189142                      Sep\n",
       "     10728                          88000         88070     181861                      Oct\n",
       "     11766                          87300         87374     177355                      Nov\n",
       "     12850                          87400         87508     165442                      Dec\n",
       "\n",
       "[203 rows x 1 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df.copy()\n",
    "df1.set_index(['year','Total number of license issued','lowest price ','avg price','Total number of applicants'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题五：一般而言某个月最低价与上月最低价的差额，会与该月均值与上月均值的差额具有相同的正负号，哪些拍卖时间不具有这个特点？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "      <th>mon</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1400</td>\n",
       "      <td>13600</td>\n",
       "      <td>14735</td>\n",
       "      <td>3718</td>\n",
       "      <td>Jan</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1800</td>\n",
       "      <td>13100</td>\n",
       "      <td>14057</td>\n",
       "      <td>4590</td>\n",
       "      <td>Feb</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000</td>\n",
       "      <td>14300</td>\n",
       "      <td>14662</td>\n",
       "      <td>5190</td>\n",
       "      <td>Mar</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2300</td>\n",
       "      <td>16000</td>\n",
       "      <td>16334</td>\n",
       "      <td>4806</td>\n",
       "      <td>Apr</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2350</td>\n",
       "      <td>17800</td>\n",
       "      <td>18357</td>\n",
       "      <td>4665</td>\n",
       "      <td>May</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Total number of license issued  lowest price   avg price  \\\n",
       "0                            1400          13600      14735   \n",
       "1                            1800          13100      14057   \n",
       "2                            2000          14300      14662   \n",
       "3                            2300          16000      16334   \n",
       "4                            2350          17800      18357   \n",
       "\n",
       "   Total number of applicants  mon  year  \n",
       "0                        3718  Jan  2002  \n",
       "1                        4590  Feb  2002  \n",
       "2                        5190  Mar  2002  \n",
       "3                        4806  Apr  2002  \n",
       "4                        4665  May  2002  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.set_index(['year','mon']).iloc[:,1:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>mon</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2002</th>\n",
       "      <th>Jan</th>\n",
       "      <td>13600</td>\n",
       "      <td>14735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>13100</td>\n",
       "      <td>14057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>14300</td>\n",
       "      <td>14662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>16000</td>\n",
       "      <td>16334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>17800</td>\n",
       "      <td>18357</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          lowest price   avg price\n",
       "year mon                          \n",
       "2002 Jan          13600      14735\n",
       "     Feb          13100      14057\n",
       "     Mar          14300      14662\n",
       "     Apr          16000      16334\n",
       "     May          17800      18357"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year  mon\n",
       "2003  Oct   -15544000.0\n",
       "      Nov     -167400.0\n",
       "2004  Jun   -92575000.0\n",
       "2005  Jan    -1790400.0\n",
       "      Feb     -304000.0\n",
       "      Sep   -10467000.0\n",
       "2006  May      -37400.0\n",
       "      Sep    -3311800.0\n",
       "2007  Jan     -592800.0\n",
       "      Feb     -300600.0\n",
       "      Dec    -6555000.0\n",
       "2012  Oct     -141500.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#需要使用到差分diff函数 必须明确到哪一列做差分\n",
    "mul = data.diff().iloc[:,0]*data.diff().iloc[:,1]\n",
    "mul\n",
    "mul[mul<0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题六：将某一个月牌照发行量与其前两个月发行量均值的差额定义为发行增益，最初的两个月用 0 填充，求发行增益极值出现的时间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Total number of license issued</th>\n",
       "      <th>lowest price</th>\n",
       "      <th>avg price</th>\n",
       "      <th>Total number of applicants</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2-Jan</td>\n",
       "      <td>1400</td>\n",
       "      <td>13600</td>\n",
       "      <td>14735</td>\n",
       "      <td>3718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2-Feb</td>\n",
       "      <td>1800</td>\n",
       "      <td>13100</td>\n",
       "      <td>14057</td>\n",
       "      <td>4590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2-Mar</td>\n",
       "      <td>2000</td>\n",
       "      <td>14300</td>\n",
       "      <td>14662</td>\n",
       "      <td>5190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2-Apr</td>\n",
       "      <td>2300</td>\n",
       "      <td>16000</td>\n",
       "      <td>16334</td>\n",
       "      <td>4806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2-May</td>\n",
       "      <td>2350</td>\n",
       "      <td>17800</td>\n",
       "      <td>18357</td>\n",
       "      <td>4665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Date  Total number of license issued  lowest price   avg price  \\\n",
       "0  2-Jan                            1400          13600      14735   \n",
       "1  2-Feb                            1800          13100      14057   \n",
       "2  2-Mar                            2000          14300      14662   \n",
       "3  2-Apr                            2300          16000      16334   \n",
       "4  2-May                            2350          17800      18357   \n",
       "\n",
       "   Total number of applicants  \n",
       "0                        3718  \n",
       "1                        4590  \n",
       "2                        5190  \n",
       "3                        4806  \n",
       "4                        4665  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\闫厚镇\\Desktop\\datawhale学习\\pandas综合练习\\2002年-2018年上海机动车拍照拍卖.csv\",encoding=\"utf-8\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#shift将行数据往后移动几个？rolling 几个数据算一次？\n",
    "plus = df['Total number of license issued']- df['Total number of license issued'].rolling(2).mean().shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['plus'] = plus.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#求增益极值出现的时间\n",
    "df = df.set_index('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'8-Jan'"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#返回最大值\n",
    "df['plus'].max()\n",
    "#返回最大值对应的索引\n",
    "df['plus'].idxmax()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第二题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Airport name</th>\n",
       "      <th>Year</th>\n",
       "      <th>January</th>\n",
       "      <th>February</th>\n",
       "      <th>March</th>\n",
       "      <th>April</th>\n",
       "      <th>May</th>\n",
       "      <th>June</th>\n",
       "      <th>July</th>\n",
       "      <th>August</th>\n",
       "      <th>September</th>\n",
       "      <th>October</th>\n",
       "      <th>November</th>\n",
       "      <th>December</th>\n",
       "      <th>Whole year</th>\n",
       "      <th>Airport coordinates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abakan</td>\n",
       "      <td>2019</td>\n",
       "      <td>44.70</td>\n",
       "      <td>66.21</td>\n",
       "      <td>72.7</td>\n",
       "      <td>75.82</td>\n",
       "      <td>100.34</td>\n",
       "      <td>78.38</td>\n",
       "      <td>63.88</td>\n",
       "      <td>73.06</td>\n",
       "      <td>66.74</td>\n",
       "      <td>75.44</td>\n",
       "      <td>110.5</td>\n",
       "      <td>89.8</td>\n",
       "      <td>917.57</td>\n",
       "      <td>(Decimal('91.399735'), Decimal('53.751351'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aikhal</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('111.543324'), Decimal('65.957161'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Loss</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('125.398355'), Decimal('58.602489'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amderma</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('61.577429'), Decimal('69.759076'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anadyr (Carbon)</td>\n",
       "      <td>2019</td>\n",
       "      <td>81.63</td>\n",
       "      <td>143.01</td>\n",
       "      <td>260.9</td>\n",
       "      <td>304.36</td>\n",
       "      <td>122.00</td>\n",
       "      <td>106.87</td>\n",
       "      <td>84.99</td>\n",
       "      <td>130.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>94.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>1746.76</td>\n",
       "      <td>(Decimal('177.738273'), Decimal('64.713433'))</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Airport name  Year  January  February  March   April     May    June  \\\n",
       "0           Abakan  2019    44.70     66.21   72.7   75.82  100.34   78.38   \n",
       "1           Aikhal  2019     0.00      0.00    0.0    0.00    0.00    0.00   \n",
       "2             Loss  2019     0.00      0.00    0.0    0.00    0.00    0.00   \n",
       "3          Amderma  2019     0.00      0.00    0.0    0.00    0.00    0.00   \n",
       "4  Anadyr (Carbon)  2019    81.63    143.01  260.9  304.36  122.00  106.87   \n",
       "\n",
       "    July  August  September  October  November  December  Whole year  \\\n",
       "0  63.88   73.06      66.74    75.44     110.5      89.8      917.57   \n",
       "1   0.00    0.00       0.00     0.00       0.0       0.0        0.00   \n",
       "2   0.00    0.00       0.00     0.00       0.0       0.0        0.00   \n",
       "3   0.00    0.00       0.00     0.00       0.0       0.0        0.00   \n",
       "4  84.99  130.00     102.00   118.00      94.0     199.0     1746.76   \n",
       "\n",
       "                             Airport coordinates  \n",
       "0   (Decimal('91.399735'), Decimal('53.751351'))  \n",
       "1  (Decimal('111.543324'), Decimal('65.957161'))  \n",
       "2  (Decimal('125.398355'), Decimal('58.602489'))  \n",
       "3   (Decimal('61.577429'), Decimal('69.759076'))  \n",
       "4  (Decimal('177.738273'), Decimal('64.713433'))  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\闫厚镇\\Desktop\\datawhale学习\\pandas综合练习\\2007年-2019年俄罗斯货运航班运载量.csv\",encoding=\"utf-8\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题一：求每年货运航班总运量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year\n",
       "2007    659438.23\n",
       "2008    664682.46\n",
       "2009    560809.77\n",
       "2010    693033.98\n",
       "2011    818691.71\n",
       "2012    846388.03\n",
       "2013    792337.08\n",
       "2014    729457.12\n",
       "2015    630208.97\n",
       "2016    679370.15\n",
       "2017    773662.28\n",
       "2018    767095.28\n",
       "2019    764606.27\n",
       "Name: Whole year, dtype: float64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Year')['Whole year'].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题二：每年记录的机场都是相同的吗？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year\n",
       "2007    292\n",
       "2008    292\n",
       "2009    292\n",
       "2010    292\n",
       "2011    292\n",
       "2012    292\n",
       "2013    292\n",
       "2014    292\n",
       "2015    292\n",
       "2016    292\n",
       "2017    292\n",
       "2018    248\n",
       "2019    251\n",
       "Name: Airport name, dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#通过数量看不相同  nunique()用于统计某一列共有几类\n",
    "df.groupby('Year')['Airport name'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题三：按年计算 2010 年-2015 年全年货运量记录为 0 的机场航班比例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfd = df[df.Year.isin ([2010,2011,2012,2013,2014,2015])]\n",
    "data = dfd.groupby('Year')['Whole year'].agg(lambda x:x.value_counts().get(0)/len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year\n",
       "2010    0.767123\n",
       "2011    0.770548\n",
       "2012    0.770548\n",
       "2013    0.770548\n",
       "2014    0.770548\n",
       "2015    0.770548\n",
       "Name: Whole year, dtype: float64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题四：若某机场至少存在 5 年或以上满足所有月运量记录都为 0，则将其所有年份的记录信息从表中删除，并返回处理后的表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "#查找数据为0的行 并将其提取出来\n",
    "df_ = df[(df.loc[:,'January':'December'] == 0).all(axis = 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = df_.groupby('Airport name')['Year'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "#查找机场 最后要转换成列表形式\n",
    "air = tmp[tmp>5].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Airport name</th>\n",
       "      <th>Year</th>\n",
       "      <th>January</th>\n",
       "      <th>February</th>\n",
       "      <th>March</th>\n",
       "      <th>April</th>\n",
       "      <th>May</th>\n",
       "      <th>June</th>\n",
       "      <th>July</th>\n",
       "      <th>August</th>\n",
       "      <th>September</th>\n",
       "      <th>October</th>\n",
       "      <th>November</th>\n",
       "      <th>December</th>\n",
       "      <th>Whole year</th>\n",
       "      <th>Airport coordinates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abakan</td>\n",
       "      <td>2019</td>\n",
       "      <td>44.70</td>\n",
       "      <td>66.21</td>\n",
       "      <td>72.70</td>\n",
       "      <td>75.82</td>\n",
       "      <td>100.34</td>\n",
       "      <td>78.38</td>\n",
       "      <td>63.88</td>\n",
       "      <td>73.06</td>\n",
       "      <td>66.74</td>\n",
       "      <td>75.44</td>\n",
       "      <td>110.50</td>\n",
       "      <td>89.80</td>\n",
       "      <td>917.57</td>\n",
       "      <td>(Decimal('91.399735'), Decimal('53.751351'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anadyr (Carbon)</td>\n",
       "      <td>2019</td>\n",
       "      <td>81.63</td>\n",
       "      <td>143.01</td>\n",
       "      <td>260.90</td>\n",
       "      <td>304.36</td>\n",
       "      <td>122.00</td>\n",
       "      <td>106.87</td>\n",
       "      <td>84.99</td>\n",
       "      <td>130.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>94.00</td>\n",
       "      <td>199.00</td>\n",
       "      <td>1746.76</td>\n",
       "      <td>(Decimal('177.738273'), Decimal('64.713433'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Anapa (Vitjazevo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>45.92</td>\n",
       "      <td>53.15</td>\n",
       "      <td>54.00</td>\n",
       "      <td>54.72</td>\n",
       "      <td>52.00</td>\n",
       "      <td>67.45</td>\n",
       "      <td>172.31</td>\n",
       "      <td>72.57</td>\n",
       "      <td>70.00</td>\n",
       "      <td>63.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>82.10</td>\n",
       "      <td>856.22</td>\n",
       "      <td>(Decimal('37.341511'), Decimal('45.003748'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Arkhangelsk (Talagy)</td>\n",
       "      <td>2019</td>\n",
       "      <td>85.61</td>\n",
       "      <td>118.70</td>\n",
       "      <td>131.39</td>\n",
       "      <td>144.82</td>\n",
       "      <td>137.95</td>\n",
       "      <td>140.18</td>\n",
       "      <td>128.56</td>\n",
       "      <td>135.68</td>\n",
       "      <td>124.75</td>\n",
       "      <td>139.60</td>\n",
       "      <td>210.27</td>\n",
       "      <td>307.10</td>\n",
       "      <td>1804.61</td>\n",
       "      <td>(Decimal('40.714892'), Decimal('64.596138'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Astrakhan (Narimanovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.75</td>\n",
       "      <td>61.08</td>\n",
       "      <td>65.60</td>\n",
       "      <td>71.84</td>\n",
       "      <td>71.38</td>\n",
       "      <td>63.95</td>\n",
       "      <td>164.86</td>\n",
       "      <td>79.46</td>\n",
       "      <td>85.21</td>\n",
       "      <td>87.23</td>\n",
       "      <td>79.06</td>\n",
       "      <td>99.16</td>\n",
       "      <td>980.58</td>\n",
       "      <td>(Decimal('47.999896'), Decimal('46.287344'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Novy Urengoy</td>\n",
       "      <td>2019</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2.90</td>\n",
       "      <td>3.50</td>\n",
       "      <td>14.30</td>\n",
       "      <td>7.30</td>\n",
       "      <td>6.40</td>\n",
       "      <td>7.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.90</td>\n",
       "      <td>9.80</td>\n",
       "      <td>12.30</td>\n",
       "      <td>90.60</td>\n",
       "      <td>(Decimal('66.694583'), Decimal('63.697412'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Blagoveshchensk (Ignatevo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>163.60</td>\n",
       "      <td>224.50</td>\n",
       "      <td>286.40</td>\n",
       "      <td>283.00</td>\n",
       "      <td>213.90</td>\n",
       "      <td>212.80</td>\n",
       "      <td>243.60</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.40</td>\n",
       "      <td>279.30</td>\n",
       "      <td>243.80</td>\n",
       "      <td>289.40</td>\n",
       "      <td>2980.00</td>\n",
       "      <td>(Decimal('127.407536'), Decimal('50.42238'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bugulma</td>\n",
       "      <td>2019</td>\n",
       "      <td>3.17</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.28</td>\n",
       "      <td>1.97</td>\n",
       "      <td>23.62</td>\n",
       "      <td>(Decimal('52.790306'), Decimal('54.634026'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Vladivostok (Knevichi)</td>\n",
       "      <td>2019</td>\n",
       "      <td>1368.77</td>\n",
       "      <td>1587.26</td>\n",
       "      <td>1737.37</td>\n",
       "      <td>1687.58</td>\n",
       "      <td>1614.51</td>\n",
       "      <td>1594.30</td>\n",
       "      <td>1801.42</td>\n",
       "      <td>1946.15</td>\n",
       "      <td>1932.64</td>\n",
       "      <td>2002.59</td>\n",
       "      <td>1962.91</td>\n",
       "      <td>2206.11</td>\n",
       "      <td>21441.61</td>\n",
       "      <td>(Decimal('132.165103'), Decimal('43.396702'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Volgograd (Gumrak)</td>\n",
       "      <td>2019</td>\n",
       "      <td>50.00</td>\n",
       "      <td>63.00</td>\n",
       "      <td>70.00</td>\n",
       "      <td>78.00</td>\n",
       "      <td>67.00</td>\n",
       "      <td>68.00</td>\n",
       "      <td>74.00</td>\n",
       "      <td>77.00</td>\n",
       "      <td>72.00</td>\n",
       "      <td>83.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>95.00</td>\n",
       "      <td>872.00</td>\n",
       "      <td>(Decimal('44.356743'), Decimal('48.792276'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Voronezh (Chertovitskoe)</td>\n",
       "      <td>2019</td>\n",
       "      <td>12.94</td>\n",
       "      <td>17.92</td>\n",
       "      <td>15.40</td>\n",
       "      <td>19.08</td>\n",
       "      <td>17.25</td>\n",
       "      <td>18.20</td>\n",
       "      <td>23.33</td>\n",
       "      <td>20.94</td>\n",
       "      <td>22.36</td>\n",
       "      <td>25.77</td>\n",
       "      <td>45.04</td>\n",
       "      <td>26.76</td>\n",
       "      <td>264.99</td>\n",
       "      <td>(Decimal('39.225359'), Decimal('51.812576'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ekaterinburg (Koltsovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>993.26</td>\n",
       "      <td>1273.32</td>\n",
       "      <td>1499.75</td>\n",
       "      <td>1520.75</td>\n",
       "      <td>1445.59</td>\n",
       "      <td>1282.20</td>\n",
       "      <td>1468.23</td>\n",
       "      <td>1555.60</td>\n",
       "      <td>1455.79</td>\n",
       "      <td>1450.33</td>\n",
       "      <td>1578.03</td>\n",
       "      <td>1673.96</td>\n",
       "      <td>17196.81</td>\n",
       "      <td>(Decimal('60.802263'), Decimal('56.750256'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Ivanovo (Yuzhny)</td>\n",
       "      <td>2019</td>\n",
       "      <td>7.22</td>\n",
       "      <td>30.39</td>\n",
       "      <td>27.51</td>\n",
       "      <td>52.34</td>\n",
       "      <td>36.47</td>\n",
       "      <td>71.11</td>\n",
       "      <td>51.24</td>\n",
       "      <td>41.46</td>\n",
       "      <td>96.01</td>\n",
       "      <td>30.70</td>\n",
       "      <td>70.23</td>\n",
       "      <td>31.29</td>\n",
       "      <td>545.97</td>\n",
       "      <td>(Decimal('40.94371'), Decimal('56.942303'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Irkutsk</td>\n",
       "      <td>2019</td>\n",
       "      <td>441.16</td>\n",
       "      <td>548.35</td>\n",
       "      <td>683.79</td>\n",
       "      <td>745.31</td>\n",
       "      <td>705.44</td>\n",
       "      <td>687.97</td>\n",
       "      <td>802.78</td>\n",
       "      <td>890.58</td>\n",
       "      <td>802.47</td>\n",
       "      <td>771.89</td>\n",
       "      <td>908.22</td>\n",
       "      <td>851.02</td>\n",
       "      <td>8838.98</td>\n",
       "      <td>(Decimal('104.355777'), Decimal('52.273103'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Kazan</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('49.298591'), Decimal('55.608089'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Kaliningrad (Hrabrovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>479.36</td>\n",
       "      <td>505.72</td>\n",
       "      <td>579.70</td>\n",
       "      <td>535.25</td>\n",
       "      <td>486.92</td>\n",
       "      <td>524.89</td>\n",
       "      <td>521.52</td>\n",
       "      <td>617.83</td>\n",
       "      <td>664.76</td>\n",
       "      <td>604.28</td>\n",
       "      <td>626.02</td>\n",
       "      <td>740.46</td>\n",
       "      <td>6886.71</td>\n",
       "      <td>(Decimal('20.58582'), Decimal('54.883038'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Kaluga (Grabtsevo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.71</td>\n",
       "      <td>0.97</td>\n",
       "      <td>8.30</td>\n",
       "      <td>10.91</td>\n",
       "      <td>8.13</td>\n",
       "      <td>2.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.18</td>\n",
       "      <td>2.21</td>\n",
       "      <td>41.09</td>\n",
       "      <td>(Decimal('36.366974'), Decimal('54.54689'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Kemerovo</td>\n",
       "      <td>2019</td>\n",
       "      <td>79.14</td>\n",
       "      <td>109.01</td>\n",
       "      <td>110.00</td>\n",
       "      <td>109.69</td>\n",
       "      <td>96.21</td>\n",
       "      <td>109.81</td>\n",
       "      <td>111.65</td>\n",
       "      <td>114.85</td>\n",
       "      <td>106.18</td>\n",
       "      <td>106.57</td>\n",
       "      <td>117.67</td>\n",
       "      <td>155.12</td>\n",
       "      <td>1325.90</td>\n",
       "      <td>(Decimal('86.118863'), Decimal('55.28199'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Kirov (Pobedilovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>4.70</td>\n",
       "      <td>5.90</td>\n",
       "      <td>5.20</td>\n",
       "      <td>6.80</td>\n",
       "      <td>5.80</td>\n",
       "      <td>7.40</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.20</td>\n",
       "      <td>7.60</td>\n",
       "      <td>11.50</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.20</td>\n",
       "      <td>89.60</td>\n",
       "      <td>(Decimal('49.346758'), Decimal('58.4975'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kogalym</td>\n",
       "      <td>2019</td>\n",
       "      <td>2.47</td>\n",
       "      <td>3.11</td>\n",
       "      <td>4.47</td>\n",
       "      <td>3.47</td>\n",
       "      <td>3.60</td>\n",
       "      <td>6.80</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.65</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.99</td>\n",
       "      <td>3.64</td>\n",
       "      <td>5.68</td>\n",
       "      <td>50.72</td>\n",
       "      <td>(Decimal('74.5295'), Decimal('62.195565'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Komsomolsk-on-Amur</td>\n",
       "      <td>2019</td>\n",
       "      <td>168.51</td>\n",
       "      <td>144.86</td>\n",
       "      <td>99.17</td>\n",
       "      <td>186.00</td>\n",
       "      <td>113.36</td>\n",
       "      <td>158.95</td>\n",
       "      <td>98.61</td>\n",
       "      <td>113.67</td>\n",
       "      <td>59.61</td>\n",
       "      <td>112.47</td>\n",
       "      <td>127.69</td>\n",
       "      <td>234.90</td>\n",
       "      <td>1617.80</td>\n",
       "      <td>(Decimal('136.929004'), Decimal('50.403351'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Krasnodar (Paszkowski)</td>\n",
       "      <td>2019</td>\n",
       "      <td>312.07</td>\n",
       "      <td>407.07</td>\n",
       "      <td>558.88</td>\n",
       "      <td>561.64</td>\n",
       "      <td>545.96</td>\n",
       "      <td>572.67</td>\n",
       "      <td>540.62</td>\n",
       "      <td>623.35</td>\n",
       "      <td>647.80</td>\n",
       "      <td>633.24</td>\n",
       "      <td>614.26</td>\n",
       "      <td>639.68</td>\n",
       "      <td>6657.24</td>\n",
       "      <td>(Decimal('39.139669'), Decimal('45.033923'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Krasnoyarsk</td>\n",
       "      <td>2019</td>\n",
       "      <td>950.41</td>\n",
       "      <td>1151.40</td>\n",
       "      <td>1276.04</td>\n",
       "      <td>1421.23</td>\n",
       "      <td>1302.43</td>\n",
       "      <td>1207.68</td>\n",
       "      <td>1129.33</td>\n",
       "      <td>1255.64</td>\n",
       "      <td>1301.86</td>\n",
       "      <td>1447.48</td>\n",
       "      <td>1433.96</td>\n",
       "      <td>1570.68</td>\n",
       "      <td>15448.14</td>\n",
       "      <td>(Decimal('92.486391'), Decimal('56.180578'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>red</td>\n",
       "      <td>2019</td>\n",
       "      <td>1.02</td>\n",
       "      <td>1.90</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.87</td>\n",
       "      <td>8.42</td>\n",
       "      <td>14.60</td>\n",
       "      <td>2.06</td>\n",
       "      <td>16.44</td>\n",
       "      <td>7.76</td>\n",
       "      <td>3.82</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.82</td>\n",
       "      <td>63.63</td>\n",
       "      <td>(Decimal('94.40495'), Decimal('51.676108'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Zabaykalsk</td>\n",
       "      <td>2019</td>\n",
       "      <td>15.58</td>\n",
       "      <td>16.83</td>\n",
       "      <td>18.18</td>\n",
       "      <td>43.15</td>\n",
       "      <td>52.11</td>\n",
       "      <td>47.57</td>\n",
       "      <td>45.96</td>\n",
       "      <td>39.77</td>\n",
       "      <td>38.72</td>\n",
       "      <td>51.94</td>\n",
       "      <td>48.23</td>\n",
       "      <td>28.49</td>\n",
       "      <td>446.53</td>\n",
       "      <td>(Decimal('114.831553'), Decimal('60.722585'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Magadan (Falcon)</td>\n",
       "      <td>2019</td>\n",
       "      <td>429.00</td>\n",
       "      <td>565.00</td>\n",
       "      <td>625.00</td>\n",
       "      <td>656.00</td>\n",
       "      <td>621.00</td>\n",
       "      <td>656.00</td>\n",
       "      <td>647.00</td>\n",
       "      <td>626.00</td>\n",
       "      <td>678.00</td>\n",
       "      <td>704.00</td>\n",
       "      <td>674.00</td>\n",
       "      <td>929.00</td>\n",
       "      <td>7810.00</td>\n",
       "      <td>(Decimal('150.73116'), Decimal('59.914272'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Mineral water</td>\n",
       "      <td>2019</td>\n",
       "      <td>99.48</td>\n",
       "      <td>115.36</td>\n",
       "      <td>121.20</td>\n",
       "      <td>122.38</td>\n",
       "      <td>97.99</td>\n",
       "      <td>108.13</td>\n",
       "      <td>114.73</td>\n",
       "      <td>132.02</td>\n",
       "      <td>137.80</td>\n",
       "      <td>188.77</td>\n",
       "      <td>164.54</td>\n",
       "      <td>161.39</td>\n",
       "      <td>1563.79</td>\n",
       "      <td>(Decimal('43.087648'), Decimal('44.217799'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Peaceful</td>\n",
       "      <td>2019</td>\n",
       "      <td>284.12</td>\n",
       "      <td>369.31</td>\n",
       "      <td>417.51</td>\n",
       "      <td>602.78</td>\n",
       "      <td>823.54</td>\n",
       "      <td>503.23</td>\n",
       "      <td>672.14</td>\n",
       "      <td>702.30</td>\n",
       "      <td>527.76</td>\n",
       "      <td>760.39</td>\n",
       "      <td>794.02</td>\n",
       "      <td>599.46</td>\n",
       "      <td>7056.56</td>\n",
       "      <td>(Decimal('114.022431'), Decimal('62.531382'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Moscow (Vnukovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>2876.41</td>\n",
       "      <td>3442.80</td>\n",
       "      <td>4205.05</td>\n",
       "      <td>4274.35</td>\n",
       "      <td>4156.71</td>\n",
       "      <td>3887.51</td>\n",
       "      <td>3880.57</td>\n",
       "      <td>3512.55</td>\n",
       "      <td>4216.92</td>\n",
       "      <td>4543.42</td>\n",
       "      <td>4580.71</td>\n",
       "      <td>5313.91</td>\n",
       "      <td>48890.91</td>\n",
       "      <td>(Decimal('37.295014'), Decimal('55.608562'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Moscow (Domodedovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>7272.37</td>\n",
       "      <td>7851.19</td>\n",
       "      <td>8847.62</td>\n",
       "      <td>8378.11</td>\n",
       "      <td>8079.51</td>\n",
       "      <td>8340.99</td>\n",
       "      <td>9811.07</td>\n",
       "      <td>8598.48</td>\n",
       "      <td>8612.43</td>\n",
       "      <td>9413.65</td>\n",
       "      <td>10188.46</td>\n",
       "      <td>10468.84</td>\n",
       "      <td>105862.72</td>\n",
       "      <td>(Decimal('37.767995'), Decimal('55.437168'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3569</th>\n",
       "      <td>New Urengoy</td>\n",
       "      <td>2007</td>\n",
       "      <td>146.90</td>\n",
       "      <td>209.20</td>\n",
       "      <td>261.00</td>\n",
       "      <td>224.40</td>\n",
       "      <td>303.50</td>\n",
       "      <td>248.20</td>\n",
       "      <td>234.70</td>\n",
       "      <td>270.70</td>\n",
       "      <td>290.90</td>\n",
       "      <td>287.00</td>\n",
       "      <td>257.30</td>\n",
       "      <td>318.40</td>\n",
       "      <td>3052.20</td>\n",
       "      <td>(Decimal('76.522422'), Decimal('66.072965'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3571</th>\n",
       "      <td>Norilsk</td>\n",
       "      <td>2007</td>\n",
       "      <td>1360.72</td>\n",
       "      <td>2197.96</td>\n",
       "      <td>2134.68</td>\n",
       "      <td>2094.24</td>\n",
       "      <td>2090.56</td>\n",
       "      <td>1921.76</td>\n",
       "      <td>1677.14</td>\n",
       "      <td>1563.73</td>\n",
       "      <td>1768.00</td>\n",
       "      <td>1829.87</td>\n",
       "      <td>2331.34</td>\n",
       "      <td>287.78</td>\n",
       "      <td>21257.78</td>\n",
       "      <td>(Decimal('87.342342'), Decimal('69.325039'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3573</th>\n",
       "      <td>Noyabrsk</td>\n",
       "      <td>2007</td>\n",
       "      <td>68.30</td>\n",
       "      <td>84.10</td>\n",
       "      <td>93.30</td>\n",
       "      <td>94.00</td>\n",
       "      <td>105.30</td>\n",
       "      <td>111.30</td>\n",
       "      <td>87.30</td>\n",
       "      <td>109.50</td>\n",
       "      <td>97.70</td>\n",
       "      <td>103.40</td>\n",
       "      <td>95.40</td>\n",
       "      <td>105.40</td>\n",
       "      <td>1155.00</td>\n",
       "      <td>(Decimal('75.274455'), Decimal('63.181841'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3581</th>\n",
       "      <td>Omsk (central)</td>\n",
       "      <td>2007</td>\n",
       "      <td>177.00</td>\n",
       "      <td>244.00</td>\n",
       "      <td>269.00</td>\n",
       "      <td>298.00</td>\n",
       "      <td>248.00</td>\n",
       "      <td>275.00</td>\n",
       "      <td>303.00</td>\n",
       "      <td>326.00</td>\n",
       "      <td>326.00</td>\n",
       "      <td>335.00</td>\n",
       "      <td>328.00</td>\n",
       "      <td>328.00</td>\n",
       "      <td>3457.00</td>\n",
       "      <td>(Decimal('73.007305'), Decimal('55.085528'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3584</th>\n",
       "      <td>Orenburg (central)</td>\n",
       "      <td>2007</td>\n",
       "      <td>38.24</td>\n",
       "      <td>54.70</td>\n",
       "      <td>110.90</td>\n",
       "      <td>98.49</td>\n",
       "      <td>71.48</td>\n",
       "      <td>71.42</td>\n",
       "      <td>80.45</td>\n",
       "      <td>117.71</td>\n",
       "      <td>94.09</td>\n",
       "      <td>85.67</td>\n",
       "      <td>113.07</td>\n",
       "      <td>106.35</td>\n",
       "      <td>1042.57</td>\n",
       "      <td>(Decimal('55.457063'), Decimal('51.79139'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>Pevek</td>\n",
       "      <td>2007</td>\n",
       "      <td>30.00</td>\n",
       "      <td>120.00</td>\n",
       "      <td>165.00</td>\n",
       "      <td>231.00</td>\n",
       "      <td>142.00</td>\n",
       "      <td>107.00</td>\n",
       "      <td>171.00</td>\n",
       "      <td>24.00</td>\n",
       "      <td>74.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>134.00</td>\n",
       "      <td>209.00</td>\n",
       "      <td>1441.00</td>\n",
       "      <td>(Decimal('170.602999'), Decimal('69.788315'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3594</th>\n",
       "      <td>Perm (Bolshoye Savino)</td>\n",
       "      <td>2007</td>\n",
       "      <td>89.46</td>\n",
       "      <td>130.56</td>\n",
       "      <td>154.04</td>\n",
       "      <td>156.21</td>\n",
       "      <td>181.94</td>\n",
       "      <td>141.94</td>\n",
       "      <td>183.46</td>\n",
       "      <td>218.40</td>\n",
       "      <td>223.29</td>\n",
       "      <td>191.38</td>\n",
       "      <td>299.51</td>\n",
       "      <td>256.01</td>\n",
       "      <td>2226.20</td>\n",
       "      <td>(Decimal('56.010461'), Decimal('57.91612'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>Petropavlovsk (Yelizovo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>466.12</td>\n",
       "      <td>620.92</td>\n",
       "      <td>697.45</td>\n",
       "      <td>567.46</td>\n",
       "      <td>516.04</td>\n",
       "      <td>582.57</td>\n",
       "      <td>747.13</td>\n",
       "      <td>1043.96</td>\n",
       "      <td>1239.19</td>\n",
       "      <td>1022.57</td>\n",
       "      <td>1059.75</td>\n",
       "      <td>1291.57</td>\n",
       "      <td>9854.73</td>\n",
       "      <td>(Decimal('158.425285'), Decimal('53.169328'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>Polar</td>\n",
       "      <td>2007</td>\n",
       "      <td>412.00</td>\n",
       "      <td>907.60</td>\n",
       "      <td>335.60</td>\n",
       "      <td>576.40</td>\n",
       "      <td>732.10</td>\n",
       "      <td>562.20</td>\n",
       "      <td>648.70</td>\n",
       "      <td>785.00</td>\n",
       "      <td>556.50</td>\n",
       "      <td>568.50</td>\n",
       "      <td>708.00</td>\n",
       "      <td>866.50</td>\n",
       "      <td>7659.10</td>\n",
       "      <td>(Decimal('112.038215'), Decimal('66.400137'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>Rostov-on-Don</td>\n",
       "      <td>2007</td>\n",
       "      <td>305.90</td>\n",
       "      <td>285.30</td>\n",
       "      <td>406.60</td>\n",
       "      <td>475.70</td>\n",
       "      <td>479.10</td>\n",
       "      <td>525.20</td>\n",
       "      <td>576.80</td>\n",
       "      <td>602.90</td>\n",
       "      <td>593.70</td>\n",
       "      <td>595.00</td>\n",
       "      <td>544.00</td>\n",
       "      <td>588.00</td>\n",
       "      <td>5978.20</td>\n",
       "      <td>(Decimal('39.929081'), Decimal('47.488342'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>Saint Petersburg (Pulkovo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>1236.00</td>\n",
       "      <td>2065.00</td>\n",
       "      <td>1785.00</td>\n",
       "      <td>2094.00</td>\n",
       "      <td>1888.00</td>\n",
       "      <td>1933.00</td>\n",
       "      <td>2188.00</td>\n",
       "      <td>2348.00</td>\n",
       "      <td>2311.00</td>\n",
       "      <td>2441.00</td>\n",
       "      <td>2325.00</td>\n",
       "      <td>2535.00</td>\n",
       "      <td>25149.00</td>\n",
       "      <td>(Decimal('30.273027'), Decimal('59.79977'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>Saratov (central)</td>\n",
       "      <td>2007</td>\n",
       "      <td>31.00</td>\n",
       "      <td>32.50</td>\n",
       "      <td>41.70</td>\n",
       "      <td>46.40</td>\n",
       "      <td>36.50</td>\n",
       "      <td>32.80</td>\n",
       "      <td>35.10</td>\n",
       "      <td>45.70</td>\n",
       "      <td>44.30</td>\n",
       "      <td>47.40</td>\n",
       "      <td>44.40</td>\n",
       "      <td>58.00</td>\n",
       "      <td>495.80</td>\n",
       "      <td>(Decimal('106.644236'), Decimal('47.454355'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3630</th>\n",
       "      <td>Sochi</td>\n",
       "      <td>2007</td>\n",
       "      <td>82.00</td>\n",
       "      <td>154.00</td>\n",
       "      <td>160.00</td>\n",
       "      <td>161.00</td>\n",
       "      <td>193.00</td>\n",
       "      <td>173.00</td>\n",
       "      <td>149.00</td>\n",
       "      <td>201.00</td>\n",
       "      <td>263.00</td>\n",
       "      <td>204.00</td>\n",
       "      <td>153.00</td>\n",
       "      <td>188.00</td>\n",
       "      <td>2081.00</td>\n",
       "      <td>(Decimal('39.941316'), Decimal('43.44837'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3632</th>\n",
       "      <td>Stavropol (Shpakovskoye)</td>\n",
       "      <td>2007</td>\n",
       "      <td>50.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>56.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>61.00</td>\n",
       "      <td>63.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>70.00</td>\n",
       "      <td>79.00</td>\n",
       "      <td>89.00</td>\n",
       "      <td>81.00</td>\n",
       "      <td>780.00</td>\n",
       "      <td>(Decimal('42.105169'), Decimal('45.112737'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3636</th>\n",
       "      <td>Surgut</td>\n",
       "      <td>2007</td>\n",
       "      <td>296.70</td>\n",
       "      <td>335.00</td>\n",
       "      <td>499.40</td>\n",
       "      <td>411.30</td>\n",
       "      <td>477.60</td>\n",
       "      <td>582.90</td>\n",
       "      <td>431.20</td>\n",
       "      <td>454.40</td>\n",
       "      <td>445.30</td>\n",
       "      <td>504.70</td>\n",
       "      <td>408.60</td>\n",
       "      <td>469.40</td>\n",
       "      <td>5316.50</td>\n",
       "      <td>(Decimal('73.40807'), Decimal('61.340204'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3637</th>\n",
       "      <td>Syktyvkar</td>\n",
       "      <td>2007</td>\n",
       "      <td>77.20</td>\n",
       "      <td>74.18</td>\n",
       "      <td>91.32</td>\n",
       "      <td>81.36</td>\n",
       "      <td>103.68</td>\n",
       "      <td>77.89</td>\n",
       "      <td>98.81</td>\n",
       "      <td>97.02</td>\n",
       "      <td>83.47</td>\n",
       "      <td>77.97</td>\n",
       "      <td>67.89</td>\n",
       "      <td>78.14</td>\n",
       "      <td>1008.93</td>\n",
       "      <td>(Decimal('50.851293'), Decimal('61.663805'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3647</th>\n",
       "      <td>Tiksi</td>\n",
       "      <td>2007</td>\n",
       "      <td>14.70</td>\n",
       "      <td>5.60</td>\n",
       "      <td>75.60</td>\n",
       "      <td>3.80</td>\n",
       "      <td>46.50</td>\n",
       "      <td>16.50</td>\n",
       "      <td>19.50</td>\n",
       "      <td>13.00</td>\n",
       "      <td>5.30</td>\n",
       "      <td>29.00</td>\n",
       "      <td>9.90</td>\n",
       "      <td>44.10</td>\n",
       "      <td>283.50</td>\n",
       "      <td>(Decimal('128.888094'), Decimal('71.698596'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3651</th>\n",
       "      <td>Tomsk (Bogashevo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>100.00</td>\n",
       "      <td>136.00</td>\n",
       "      <td>168.00</td>\n",
       "      <td>148.00</td>\n",
       "      <td>145.00</td>\n",
       "      <td>113.00</td>\n",
       "      <td>122.00</td>\n",
       "      <td>148.00</td>\n",
       "      <td>158.00</td>\n",
       "      <td>184.00</td>\n",
       "      <td>182.00</td>\n",
       "      <td>204.00</td>\n",
       "      <td>1808.00</td>\n",
       "      <td>(Decimal('85.209517'), Decimal('56.388412'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3658</th>\n",
       "      <td>Tyumen (Roschino)</td>\n",
       "      <td>2007</td>\n",
       "      <td>258.30</td>\n",
       "      <td>537.80</td>\n",
       "      <td>400.90</td>\n",
       "      <td>362.80</td>\n",
       "      <td>376.50</td>\n",
       "      <td>374.40</td>\n",
       "      <td>354.40</td>\n",
       "      <td>435.50</td>\n",
       "      <td>388.00</td>\n",
       "      <td>445.50</td>\n",
       "      <td>510.80</td>\n",
       "      <td>505.00</td>\n",
       "      <td>4949.90</td>\n",
       "      <td>(Decimal('65.348628'), Decimal('57.181514'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3675</th>\n",
       "      <td>Ufa</td>\n",
       "      <td>2007</td>\n",
       "      <td>144.84</td>\n",
       "      <td>310.89</td>\n",
       "      <td>292.04</td>\n",
       "      <td>234.01</td>\n",
       "      <td>317.53</td>\n",
       "      <td>352.40</td>\n",
       "      <td>358.49</td>\n",
       "      <td>316.85</td>\n",
       "      <td>621.30</td>\n",
       "      <td>281.31</td>\n",
       "      <td>429.16</td>\n",
       "      <td>482.97</td>\n",
       "      <td>4141.79</td>\n",
       "      <td>(Decimal('55.883529'), Decimal('54.566329'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3677</th>\n",
       "      <td>Khabarovsk (MVL)</td>\n",
       "      <td>2007</td>\n",
       "      <td>25.21</td>\n",
       "      <td>9.40</td>\n",
       "      <td>8.66</td>\n",
       "      <td>6.21</td>\n",
       "      <td>32.99</td>\n",
       "      <td>36.38</td>\n",
       "      <td>23.95</td>\n",
       "      <td>38.26</td>\n",
       "      <td>59.39</td>\n",
       "      <td>40.08</td>\n",
       "      <td>29.99</td>\n",
       "      <td>25.07</td>\n",
       "      <td>335.59</td>\n",
       "      <td>(Decimal('135.171082'), Decimal('48.525706'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3678</th>\n",
       "      <td>Khabarovsk (New)</td>\n",
       "      <td>2007</td>\n",
       "      <td>651.69</td>\n",
       "      <td>690.30</td>\n",
       "      <td>964.87</td>\n",
       "      <td>1415.01</td>\n",
       "      <td>1345.63</td>\n",
       "      <td>1424.10</td>\n",
       "      <td>1388.98</td>\n",
       "      <td>1577.67</td>\n",
       "      <td>1610.17</td>\n",
       "      <td>2111.04</td>\n",
       "      <td>1864.45</td>\n",
       "      <td>1671.66</td>\n",
       "      <td>16715.57</td>\n",
       "      <td>(Decimal('135.171082'), Decimal('48.525706'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3680</th>\n",
       "      <td>Khanty-Mansiysk</td>\n",
       "      <td>2007</td>\n",
       "      <td>46.70</td>\n",
       "      <td>0.60</td>\n",
       "      <td>71.90</td>\n",
       "      <td>70.40</td>\n",
       "      <td>71.90</td>\n",
       "      <td>68.62</td>\n",
       "      <td>58.50</td>\n",
       "      <td>70.20</td>\n",
       "      <td>75.27</td>\n",
       "      <td>97.85</td>\n",
       "      <td>106.60</td>\n",
       "      <td>110.13</td>\n",
       "      <td>848.67</td>\n",
       "      <td>(Decimal('69.095798'), Decimal('61.026144'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3682</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>2007</td>\n",
       "      <td>115.70</td>\n",
       "      <td>191.20</td>\n",
       "      <td>169.30</td>\n",
       "      <td>291.30</td>\n",
       "      <td>126.80</td>\n",
       "      <td>141.60</td>\n",
       "      <td>167.10</td>\n",
       "      <td>166.20</td>\n",
       "      <td>232.00</td>\n",
       "      <td>175.70</td>\n",
       "      <td>182.00</td>\n",
       "      <td>487.30</td>\n",
       "      <td>2446.20</td>\n",
       "      <td>(Decimal('102.473016'), Decimal('71.978434'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3689</th>\n",
       "      <td>Chelyabinsk (Balandino)</td>\n",
       "      <td>2007</td>\n",
       "      <td>122.84</td>\n",
       "      <td>139.73</td>\n",
       "      <td>182.91</td>\n",
       "      <td>223.38</td>\n",
       "      <td>203.07</td>\n",
       "      <td>174.30</td>\n",
       "      <td>201.67</td>\n",
       "      <td>220.31</td>\n",
       "      <td>216.50</td>\n",
       "      <td>288.86</td>\n",
       "      <td>281.83</td>\n",
       "      <td>249.76</td>\n",
       "      <td>2505.16</td>\n",
       "      <td>(Decimal('61.509282'), Decimal('55.298164'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3693</th>\n",
       "      <td>Reads (tub)</td>\n",
       "      <td>2007</td>\n",
       "      <td>55.96</td>\n",
       "      <td>80.09</td>\n",
       "      <td>85.90</td>\n",
       "      <td>154.54</td>\n",
       "      <td>162.71</td>\n",
       "      <td>107.51</td>\n",
       "      <td>80.14</td>\n",
       "      <td>138.71</td>\n",
       "      <td>133.19</td>\n",
       "      <td>188.97</td>\n",
       "      <td>228.84</td>\n",
       "      <td>184.00</td>\n",
       "      <td>1600.56</td>\n",
       "      <td>(Decimal('113.306492'), Decimal('52.020464'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3705</th>\n",
       "      <td>Yuzhno-(Khomutovo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>710.80</td>\n",
       "      <td>970.00</td>\n",
       "      <td>1330.30</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1324.40</td>\n",
       "      <td>1613.00</td>\n",
       "      <td>1450.70</td>\n",
       "      <td>1815.60</td>\n",
       "      <td>1902.30</td>\n",
       "      <td>1903.20</td>\n",
       "      <td>1666.10</td>\n",
       "      <td>1632.10</td>\n",
       "      <td>17670.80</td>\n",
       "      <td>(Decimal('142.723677'), Decimal('46.886967'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3706</th>\n",
       "      <td>Yakutsk</td>\n",
       "      <td>2007</td>\n",
       "      <td>583.70</td>\n",
       "      <td>707.80</td>\n",
       "      <td>851.80</td>\n",
       "      <td>1018.00</td>\n",
       "      <td>950.80</td>\n",
       "      <td>900.00</td>\n",
       "      <td>1154.90</td>\n",
       "      <td>1137.84</td>\n",
       "      <td>1485.50</td>\n",
       "      <td>1382.50</td>\n",
       "      <td>1488.00</td>\n",
       "      <td>1916.60</td>\n",
       "      <td>13577.44</td>\n",
       "      <td>(Decimal('129.750225'), Decimal('62.086594'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3708</th>\n",
       "      <td>Yamburg</td>\n",
       "      <td>2007</td>\n",
       "      <td>3.55</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3.37</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4.31</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.88</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.93</td>\n",
       "      <td>4.17</td>\n",
       "      <td>8.87</td>\n",
       "      <td>55.59</td>\n",
       "      <td>(Decimal('75.097783'), Decimal('67.980026'))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3709</th>\n",
       "      <td>Yaroslavl (Tunoshna)</td>\n",
       "      <td>2007</td>\n",
       "      <td>847.00</td>\n",
       "      <td>1482.90</td>\n",
       "      <td>1325.40</td>\n",
       "      <td>1235.97</td>\n",
       "      <td>629.00</td>\n",
       "      <td>838.00</td>\n",
       "      <td>1211.30</td>\n",
       "      <td>915.00</td>\n",
       "      <td>1249.60</td>\n",
       "      <td>1650.50</td>\n",
       "      <td>1822.60</td>\n",
       "      <td>2055.60</td>\n",
       "      <td>15262.87</td>\n",
       "      <td>(Decimal('40.170054'), Decimal('57.56231'))</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>862 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Airport name  Year  January  February    March    April  \\\n",
       "0                         Abakan  2019    44.70     66.21    72.70    75.82   \n",
       "4                Anadyr (Carbon)  2019    81.63    143.01   260.90   304.36   \n",
       "5              Anapa (Vitjazevo)  2019    45.92     53.15    54.00    54.72   \n",
       "8           Arkhangelsk (Talagy)  2019    85.61    118.70   131.39   144.82   \n",
       "9         Astrakhan (Narimanovo)  2019    51.75     61.08    65.60    71.84   \n",
       "16                  Novy Urengoy  2019     6.00      2.90     3.50    14.30   \n",
       "20    Blagoveshchensk (Ignatevo)  2019   163.60    224.50   286.40   283.00   \n",
       "26                       Bugulma  2019     3.17      2.08     1.30     1.61   \n",
       "32        Vladivostok (Knevichi)  2019  1368.77   1587.26  1737.37  1687.58   \n",
       "35            Volgograd (Gumrak)  2019    50.00     63.00    70.00    78.00   \n",
       "39      Voronezh (Chertovitskoe)  2019    12.94     17.92    15.40    19.08   \n",
       "45       Ekaterinburg (Koltsovo)  2019   993.26   1273.32  1499.75  1520.75   \n",
       "53              Ivanovo (Yuzhny)  2019     7.22     30.39    27.51    52.34   \n",
       "61                       Irkutsk  2019   441.16    548.35   683.79   745.31   \n",
       "62                         Kazan  2019     0.00      0.00     0.00     0.00   \n",
       "63        Kaliningrad (Hrabrovo)  2019   479.36    505.72   579.70   535.25   \n",
       "64            Kaluga (Grabtsevo)  2019     0.70      0.57     0.71     1.71   \n",
       "66                      Kemerovo  2019    79.14    109.01   110.00   109.69   \n",
       "69            Kirov (Pobedilovo)  2019     4.70      5.90     5.20     6.80   \n",
       "70                       Kogalym  2019     2.47      3.11     4.47     3.47   \n",
       "72            Komsomolsk-on-Amur  2019   168.51    144.86    99.17   186.00   \n",
       "77        Krasnodar (Paszkowski)  2019   312.07    407.07   558.88   561.64   \n",
       "79                   Krasnoyarsk  2019   950.41   1151.40  1276.04  1421.23   \n",
       "84                           red  2019     1.02      1.90     1.78     1.87   \n",
       "86                    Zabaykalsk  2019    15.58     16.83    18.18    43.15   \n",
       "89              Magadan (Falcon)  2019   429.00    565.00   625.00   656.00   \n",
       "98                 Mineral water  2019    99.48    115.36   121.20   122.38   \n",
       "99                      Peaceful  2019   284.12    369.31   417.51   602.78   \n",
       "100             Moscow (Vnukovo)  2019  2876.41   3442.80  4205.05  4274.35   \n",
       "101          Moscow (Domodedovo)  2019  7272.37   7851.19  8847.62  8378.11   \n",
       "...                          ...   ...      ...       ...      ...      ...   \n",
       "3569                 New Urengoy  2007   146.90    209.20   261.00   224.40   \n",
       "3571                     Norilsk  2007  1360.72   2197.96  2134.68  2094.24   \n",
       "3573                    Noyabrsk  2007    68.30     84.10    93.30    94.00   \n",
       "3581              Omsk (central)  2007   177.00    244.00   269.00   298.00   \n",
       "3584          Orenburg (central)  2007    38.24     54.70   110.90    98.49   \n",
       "3591                       Pevek  2007    30.00    120.00   165.00   231.00   \n",
       "3594      Perm (Bolshoye Savino)  2007    89.46    130.56   154.04   156.21   \n",
       "3598    Petropavlovsk (Yelizovo)  2007   466.12    620.92   697.45   567.46   \n",
       "3604                       Polar  2007   412.00    907.60   335.60   576.40   \n",
       "3608               Rostov-on-Don  2007   305.90    285.30   406.60   475.70   \n",
       "3616  Saint Petersburg (Pulkovo)  2007  1236.00   2065.00  1785.00  2094.00   \n",
       "3618           Saratov (central)  2007    31.00     32.50    41.70    46.40   \n",
       "3630                       Sochi  2007    82.00    154.00   160.00   161.00   \n",
       "3632    Stavropol (Shpakovskoye)  2007    50.00     52.00    55.00    56.00   \n",
       "3636                      Surgut  2007   296.70    335.00   499.40   411.30   \n",
       "3637                   Syktyvkar  2007    77.20     74.18    91.32    81.36   \n",
       "3647                       Tiksi  2007    14.70      5.60    75.60     3.80   \n",
       "3651           Tomsk (Bogashevo)  2007   100.00    136.00   168.00   148.00   \n",
       "3658           Tyumen (Roschino)  2007   258.30    537.80   400.90   362.80   \n",
       "3675                         Ufa  2007   144.84    310.89   292.04   234.01   \n",
       "3677            Khabarovsk (MVL)  2007    25.21      9.40     8.66     6.21   \n",
       "3678            Khabarovsk (New)  2007   651.69    690.30   964.87  1415.01   \n",
       "3680             Khanty-Mansiysk  2007    46.70      0.60    71.90    70.40   \n",
       "3682                    Khatanga  2007   115.70    191.20   169.30   291.30   \n",
       "3689     Chelyabinsk (Balandino)  2007   122.84    139.73   182.91   223.38   \n",
       "3693                 Reads (tub)  2007    55.96     80.09    85.90   154.54   \n",
       "3705          Yuzhno-(Khomutovo)  2007   710.80    970.00  1330.30  1352.30   \n",
       "3706                     Yakutsk  2007   583.70    707.80   851.80  1018.00   \n",
       "3708                     Yamburg  2007     3.55      0.16     3.37     5.32   \n",
       "3709        Yaroslavl (Tunoshna)  2007   847.00   1482.90  1325.40  1235.97   \n",
       "\n",
       "          May     June     July   August  September  October  November  \\\n",
       "0      100.34    78.38    63.88    73.06      66.74    75.44    110.50   \n",
       "4      122.00   106.87    84.99   130.00     102.00   118.00     94.00   \n",
       "5       52.00    67.45   172.31    72.57      70.00    63.00     69.00   \n",
       "8      137.95   140.18   128.56   135.68     124.75   139.60    210.27   \n",
       "9       71.38    63.95   164.86    79.46      85.21    87.23     79.06   \n",
       "16       7.30     6.40     7.40     8.30       5.50     6.90      9.80   \n",
       "20     213.90   212.80   243.60   267.30     272.40   279.30    243.80   \n",
       "26       2.87     0.87     2.11     1.75       1.57     2.04      2.28   \n",
       "32    1614.51  1594.30  1801.42  1946.15    1932.64  2002.59   1962.91   \n",
       "35      67.00    68.00    74.00    77.00      72.00    83.00     75.00   \n",
       "39      17.25    18.20    23.33    20.94      22.36    25.77     45.04   \n",
       "45    1445.59  1282.20  1468.23  1555.60    1455.79  1450.33   1578.03   \n",
       "53      36.47    71.11    51.24    41.46      96.01    30.70     70.23   \n",
       "61     705.44   687.97   802.78   890.58     802.47   771.89    908.22   \n",
       "62       0.00     0.00     0.00     0.00       0.00     0.00      0.00   \n",
       "63     486.92   524.89   521.52   617.83     664.76   604.28    626.02   \n",
       "64       0.97     8.30    10.91     8.13       2.70     0.00      4.18   \n",
       "66      96.21   109.81   111.65   114.85     106.18   106.57    117.67   \n",
       "69       5.80     7.40     6.30     6.20       7.60    11.50     11.00   \n",
       "70       3.60     6.80     5.00     4.65       3.84     3.99      3.64   \n",
       "72     113.36   158.95    98.61   113.67      59.61   112.47    127.69   \n",
       "77     545.96   572.67   540.62   623.35     647.80   633.24    614.26   \n",
       "79    1302.43  1207.68  1129.33  1255.64    1301.86  1447.48   1433.96   \n",
       "84       8.42    14.60     2.06    16.44       7.76     3.82      2.14   \n",
       "86      52.11    47.57    45.96    39.77      38.72    51.94     48.23   \n",
       "89     621.00   656.00   647.00   626.00     678.00   704.00    674.00   \n",
       "98      97.99   108.13   114.73   132.02     137.80   188.77    164.54   \n",
       "99     823.54   503.23   672.14   702.30     527.76   760.39    794.02   \n",
       "100   4156.71  3887.51  3880.57  3512.55    4216.92  4543.42   4580.71   \n",
       "101   8079.51  8340.99  9811.07  8598.48    8612.43  9413.65  10188.46   \n",
       "...       ...      ...      ...      ...        ...      ...       ...   \n",
       "3569   303.50   248.20   234.70   270.70     290.90   287.00    257.30   \n",
       "3571  2090.56  1921.76  1677.14  1563.73    1768.00  1829.87   2331.34   \n",
       "3573   105.30   111.30    87.30   109.50      97.70   103.40     95.40   \n",
       "3581   248.00   275.00   303.00   326.00     326.00   335.00    328.00   \n",
       "3584    71.48    71.42    80.45   117.71      94.09    85.67    113.07   \n",
       "3591   142.00   107.00   171.00    24.00      74.00    34.00    134.00   \n",
       "3594   181.94   141.94   183.46   218.40     223.29   191.38    299.51   \n",
       "3598   516.04   582.57   747.13  1043.96    1239.19  1022.57   1059.75   \n",
       "3604   732.10   562.20   648.70   785.00     556.50   568.50    708.00   \n",
       "3608   479.10   525.20   576.80   602.90     593.70   595.00    544.00   \n",
       "3616  1888.00  1933.00  2188.00  2348.00    2311.00  2441.00   2325.00   \n",
       "3618    36.50    32.80    35.10    45.70      44.30    47.40     44.40   \n",
       "3630   193.00   173.00   149.00   201.00     263.00   204.00    153.00   \n",
       "3632    55.00    61.00    63.00    69.00      70.00    79.00     89.00   \n",
       "3636   477.60   582.90   431.20   454.40     445.30   504.70    408.60   \n",
       "3637   103.68    77.89    98.81    97.02      83.47    77.97     67.89   \n",
       "3647    46.50    16.50    19.50    13.00       5.30    29.00      9.90   \n",
       "3651   145.00   113.00   122.00   148.00     158.00   184.00    182.00   \n",
       "3658   376.50   374.40   354.40   435.50     388.00   445.50    510.80   \n",
       "3675   317.53   352.40   358.49   316.85     621.30   281.31    429.16   \n",
       "3677    32.99    36.38    23.95    38.26      59.39    40.08     29.99   \n",
       "3678  1345.63  1424.10  1388.98  1577.67    1610.17  2111.04   1864.45   \n",
       "3680    71.90    68.62    58.50    70.20      75.27    97.85    106.60   \n",
       "3682   126.80   141.60   167.10   166.20     232.00   175.70    182.00   \n",
       "3689   203.07   174.30   201.67   220.31     216.50   288.86    281.83   \n",
       "3693   162.71   107.51    80.14   138.71     133.19   188.97    228.84   \n",
       "3705  1324.40  1613.00  1450.70  1815.60    1902.30  1903.20   1666.10   \n",
       "3706   950.80   900.00  1154.90  1137.84    1485.50  1382.50   1488.00   \n",
       "3708     4.31     6.30     6.88     3.60       4.13     4.93      4.17   \n",
       "3709   629.00   838.00  1211.30   915.00    1249.60  1650.50   1822.60   \n",
       "\n",
       "      December  Whole year                            Airport coordinates  \n",
       "0        89.80      917.57   (Decimal('91.399735'), Decimal('53.751351'))  \n",
       "4       199.00     1746.76  (Decimal('177.738273'), Decimal('64.713433'))  \n",
       "5        82.10      856.22   (Decimal('37.341511'), Decimal('45.003748'))  \n",
       "8       307.10     1804.61   (Decimal('40.714892'), Decimal('64.596138'))  \n",
       "9        99.16      980.58   (Decimal('47.999896'), Decimal('46.287344'))  \n",
       "16       12.30       90.60   (Decimal('66.694583'), Decimal('63.697412'))  \n",
       "20      289.40     2980.00   (Decimal('127.407536'), Decimal('50.42238'))  \n",
       "26        1.97       23.62   (Decimal('52.790306'), Decimal('54.634026'))  \n",
       "32     2206.11    21441.61  (Decimal('132.165103'), Decimal('43.396702'))  \n",
       "35       95.00      872.00   (Decimal('44.356743'), Decimal('48.792276'))  \n",
       "39       26.76      264.99   (Decimal('39.225359'), Decimal('51.812576'))  \n",
       "45     1673.96    17196.81   (Decimal('60.802263'), Decimal('56.750256'))  \n",
       "53       31.29      545.97    (Decimal('40.94371'), Decimal('56.942303'))  \n",
       "61      851.02     8838.98  (Decimal('104.355777'), Decimal('52.273103'))  \n",
       "62        0.00        0.00   (Decimal('49.298591'), Decimal('55.608089'))  \n",
       "63      740.46     6886.71    (Decimal('20.58582'), Decimal('54.883038'))  \n",
       "64        2.21       41.09    (Decimal('36.366974'), Decimal('54.54689'))  \n",
       "66      155.12     1325.90    (Decimal('86.118863'), Decimal('55.28199'))  \n",
       "69       11.20       89.60     (Decimal('49.346758'), Decimal('58.4975'))  \n",
       "70        5.68       50.72     (Decimal('74.5295'), Decimal('62.195565'))  \n",
       "72      234.90     1617.80  (Decimal('136.929004'), Decimal('50.403351'))  \n",
       "77      639.68     6657.24   (Decimal('39.139669'), Decimal('45.033923'))  \n",
       "79     1570.68    15448.14   (Decimal('92.486391'), Decimal('56.180578'))  \n",
       "84        1.82       63.63    (Decimal('94.40495'), Decimal('51.676108'))  \n",
       "86       28.49      446.53  (Decimal('114.831553'), Decimal('60.722585'))  \n",
       "89      929.00     7810.00   (Decimal('150.73116'), Decimal('59.914272'))  \n",
       "98      161.39     1563.79   (Decimal('43.087648'), Decimal('44.217799'))  \n",
       "99      599.46     7056.56  (Decimal('114.022431'), Decimal('62.531382'))  \n",
       "100    5313.91    48890.91   (Decimal('37.295014'), Decimal('55.608562'))  \n",
       "101   10468.84   105862.72   (Decimal('37.767995'), Decimal('55.437168'))  \n",
       "...        ...         ...                                            ...  \n",
       "3569    318.40     3052.20   (Decimal('76.522422'), Decimal('66.072965'))  \n",
       "3571    287.78    21257.78   (Decimal('87.342342'), Decimal('69.325039'))  \n",
       "3573    105.40     1155.00   (Decimal('75.274455'), Decimal('63.181841'))  \n",
       "3581    328.00     3457.00   (Decimal('73.007305'), Decimal('55.085528'))  \n",
       "3584    106.35     1042.57    (Decimal('55.457063'), Decimal('51.79139'))  \n",
       "3591    209.00     1441.00  (Decimal('170.602999'), Decimal('69.788315'))  \n",
       "3594    256.01     2226.20    (Decimal('56.010461'), Decimal('57.91612'))  \n",
       "3598   1291.57     9854.73  (Decimal('158.425285'), Decimal('53.169328'))  \n",
       "3604    866.50     7659.10  (Decimal('112.038215'), Decimal('66.400137'))  \n",
       "3608    588.00     5978.20   (Decimal('39.929081'), Decimal('47.488342'))  \n",
       "3616   2535.00    25149.00    (Decimal('30.273027'), Decimal('59.79977'))  \n",
       "3618     58.00      495.80  (Decimal('106.644236'), Decimal('47.454355'))  \n",
       "3630    188.00     2081.00    (Decimal('39.941316'), Decimal('43.44837'))  \n",
       "3632     81.00      780.00   (Decimal('42.105169'), Decimal('45.112737'))  \n",
       "3636    469.40     5316.50    (Decimal('73.40807'), Decimal('61.340204'))  \n",
       "3637     78.14     1008.93   (Decimal('50.851293'), Decimal('61.663805'))  \n",
       "3647     44.10      283.50  (Decimal('128.888094'), Decimal('71.698596'))  \n",
       "3651    204.00     1808.00   (Decimal('85.209517'), Decimal('56.388412'))  \n",
       "3658    505.00     4949.90   (Decimal('65.348628'), Decimal('57.181514'))  \n",
       "3675    482.97     4141.79   (Decimal('55.883529'), Decimal('54.566329'))  \n",
       "3677     25.07      335.59  (Decimal('135.171082'), Decimal('48.525706'))  \n",
       "3678   1671.66    16715.57  (Decimal('135.171082'), Decimal('48.525706'))  \n",
       "3680    110.13      848.67   (Decimal('69.095798'), Decimal('61.026144'))  \n",
       "3682    487.30     2446.20  (Decimal('102.473016'), Decimal('71.978434'))  \n",
       "3689    249.76     2505.16   (Decimal('61.509282'), Decimal('55.298164'))  \n",
       "3693    184.00     1600.56  (Decimal('113.306492'), Decimal('52.020464'))  \n",
       "3705   1632.10    17670.80  (Decimal('142.723677'), Decimal('46.886967'))  \n",
       "3706   1916.60    13577.44  (Decimal('129.750225'), Decimal('62.086594'))  \n",
       "3708      8.87       55.59   (Decimal('75.097783'), Decimal('67.980026'))  \n",
       "3709   2055.60    15262.87    (Decimal('40.170054'), Decimal('57.56231'))  \n",
       "\n",
       "[862 rows x 16 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[~df['Airport name'].isin(air)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题五：采用一种合理的方式将所有机场划分为东南西北四个分区，并给出 2017年-2019 年货运总量最大的区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "#把经纬度提取出来\n",
    "ll = df['Airport coordinates'].str.extractall(r\"(\\d+\\.?\\d*)\").reset_index().pivot(index = 'level_0',columns = 'match',values = 0).astype('float')\n",
    "ll.columns = ['lati','long']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "lati_cut = pd.cut(ll.lati,[0,90,180],labels = ['西','东'])\n",
    "long_cut = pd.cut(ll.long,[0,45,90],labels = ['北','南'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "#assign合并函数\n",
    "ll = ll.assign(lati_cut = pd.cut(ll.lati,[0,90,180],labels = ['西','东']),\\\n",
    "        long_cut = pd.cut(ll.long,[0,45,90],labels = ['北','南']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "#将两列按照str的方式合并 cat合并字符串的函数\n",
    "df['direction'] = ll.lati_cut.str.cat(ll.long_cut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Airport name</th>\n",
       "      <th>Year</th>\n",
       "      <th>January</th>\n",
       "      <th>February</th>\n",
       "      <th>March</th>\n",
       "      <th>April</th>\n",
       "      <th>May</th>\n",
       "      <th>June</th>\n",
       "      <th>July</th>\n",
       "      <th>August</th>\n",
       "      <th>September</th>\n",
       "      <th>October</th>\n",
       "      <th>November</th>\n",
       "      <th>December</th>\n",
       "      <th>Whole year</th>\n",
       "      <th>Airport coordinates</th>\n",
       "      <th>direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abakan</td>\n",
       "      <td>2019</td>\n",
       "      <td>44.70</td>\n",
       "      <td>66.21</td>\n",
       "      <td>72.70</td>\n",
       "      <td>75.82</td>\n",
       "      <td>100.34</td>\n",
       "      <td>78.38</td>\n",
       "      <td>63.88</td>\n",
       "      <td>73.06</td>\n",
       "      <td>66.74</td>\n",
       "      <td>75.44</td>\n",
       "      <td>110.50</td>\n",
       "      <td>89.80</td>\n",
       "      <td>917.57</td>\n",
       "      <td>(Decimal('91.399735'), Decimal('53.751351'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aikhal</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('111.543324'), Decimal('65.957161'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Loss</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('125.398355'), Decimal('58.602489'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amderma</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('61.577429'), Decimal('69.759076'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anadyr (Carbon)</td>\n",
       "      <td>2019</td>\n",
       "      <td>81.63</td>\n",
       "      <td>143.01</td>\n",
       "      <td>260.90</td>\n",
       "      <td>304.36</td>\n",
       "      <td>122.00</td>\n",
       "      <td>106.87</td>\n",
       "      <td>84.99</td>\n",
       "      <td>130.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>94.00</td>\n",
       "      <td>199.00</td>\n",
       "      <td>1746.76</td>\n",
       "      <td>(Decimal('177.738273'), Decimal('64.713433'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Anapa (Vitjazevo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>45.92</td>\n",
       "      <td>53.15</td>\n",
       "      <td>54.00</td>\n",
       "      <td>54.72</td>\n",
       "      <td>52.00</td>\n",
       "      <td>67.45</td>\n",
       "      <td>172.31</td>\n",
       "      <td>72.57</td>\n",
       "      <td>70.00</td>\n",
       "      <td>63.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>82.10</td>\n",
       "      <td>856.22</td>\n",
       "      <td>(Decimal('37.341511'), Decimal('45.003748'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Apatite (Khibiny)</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('33.581999'), Decimal('67.459641'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Arkhangelsk (Vaskovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('40.706789'), Decimal('64.592645'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Arkhangelsk (Talagy)</td>\n",
       "      <td>2019</td>\n",
       "      <td>85.61</td>\n",
       "      <td>118.70</td>\n",
       "      <td>131.39</td>\n",
       "      <td>144.82</td>\n",
       "      <td>137.95</td>\n",
       "      <td>140.18</td>\n",
       "      <td>128.56</td>\n",
       "      <td>135.68</td>\n",
       "      <td>124.75</td>\n",
       "      <td>139.60</td>\n",
       "      <td>210.27</td>\n",
       "      <td>307.10</td>\n",
       "      <td>1804.61</td>\n",
       "      <td>(Decimal('40.714892'), Decimal('64.596138'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Astrakhan (Narimanovo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>51.75</td>\n",
       "      <td>61.08</td>\n",
       "      <td>65.60</td>\n",
       "      <td>71.84</td>\n",
       "      <td>71.38</td>\n",
       "      <td>63.95</td>\n",
       "      <td>164.86</td>\n",
       "      <td>79.46</td>\n",
       "      <td>85.21</td>\n",
       "      <td>87.23</td>\n",
       "      <td>79.06</td>\n",
       "      <td>99.16</td>\n",
       "      <td>980.58</td>\n",
       "      <td>(Decimal('47.999896'), Decimal('46.287344'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Trip</td>\n",
       "      <td>2019</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2.70</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.42</td>\n",
       "      <td>2.09</td>\n",
       "      <td>2.42</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2.08</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.54</td>\n",
       "      <td>30.13</td>\n",
       "      <td>(Decimal('138.042241'), Decimal('56.431311'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Baykit</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('96.366763'), Decimal('61.681612'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Barnaul (Titov Name)</td>\n",
       "      <td>2019</td>\n",
       "      <td>157.30</td>\n",
       "      <td>203.60</td>\n",
       "      <td>226.10</td>\n",
       "      <td>227.40</td>\n",
       "      <td>195.40</td>\n",
       "      <td>232.80</td>\n",
       "      <td>221.20</td>\n",
       "      <td>232.98</td>\n",
       "      <td>243.90</td>\n",
       "      <td>271.40</td>\n",
       "      <td>253.06</td>\n",
       "      <td>309.60</td>\n",
       "      <td>2774.74</td>\n",
       "      <td>(Decimal('83.547723'), Decimal('53.361377'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>In Salah</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('130.399707'), Decimal('67.792415'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>white Mountain</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('146.228094'), Decimal('68.553931'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Belgorod</td>\n",
       "      <td>2019</td>\n",
       "      <td>2.47</td>\n",
       "      <td>5.07</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.93</td>\n",
       "      <td>32.40</td>\n",
       "      <td>35.29</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.36</td>\n",
       "      <td>8.85</td>\n",
       "      <td>6.09</td>\n",
       "      <td>7.83</td>\n",
       "      <td>123.87</td>\n",
       "      <td>(Decimal('36.570541'), Decimal('50.645157'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Novy Urengoy</td>\n",
       "      <td>2019</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2.90</td>\n",
       "      <td>3.50</td>\n",
       "      <td>14.30</td>\n",
       "      <td>7.30</td>\n",
       "      <td>6.40</td>\n",
       "      <td>7.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.90</td>\n",
       "      <td>9.80</td>\n",
       "      <td>12.30</td>\n",
       "      <td>90.60</td>\n",
       "      <td>(Decimal('66.694583'), Decimal('63.697412'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Belushi</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('47.623466'), Decimal('66.887693'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Usinsk</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('65.046174'), Decimal('63.927111'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Beringovsky (Branch PCF \"A / P Chukotka\")</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>(Decimal('179.293427'), Decimal('63.025373'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Blagoveshchensk (Ignatevo)</td>\n",
       "      <td>2019</td>\n",
       "      <td>163.60</td>\n",
       "      <td>224.50</td>\n",
       "      <td>286.40</td>\n",
       "      <td>283.00</td>\n",
       "      <td>213.90</td>\n",
       "      <td>212.80</td>\n",
       "      <td>243.60</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.40</td>\n",
       "      <td>279.30</td>\n",
       "      <td>243.80</td>\n",
       "      <td>289.40</td>\n",
       "      <td>2980.00</td>\n",
       "      <td>(Decimal('127.407536'), Decimal('50.42238'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bovanenkovo</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('68.338149'), Decimal('70.319169'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bogorodskoe</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1.20</td>\n",
       "      <td>2.00</td>\n",
       "      <td>(Decimal('140.445792'), Decimal('52.376818'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bodaybo</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('114.225855'), Decimal('57.857975'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Bratsk</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('101.703088'), Decimal('56.365054'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bryansk</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('34.182693'), Decimal('53.213493'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bugulma</td>\n",
       "      <td>2019</td>\n",
       "      <td>3.17</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.28</td>\n",
       "      <td>1.97</td>\n",
       "      <td>23.62</td>\n",
       "      <td>(Decimal('52.790306'), Decimal('54.634026'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Vanavara</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('102.303298'), Decimal('60.351026'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Varandey</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('58.202862'), Decimal('68.846223'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Верхневилюйск</td>\n",
       "      <td>2019</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('120.278784'), Decimal('63.457425'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>Harwell</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('59.555959'), Decimal('66.84556'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3682</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>2007</td>\n",
       "      <td>115.70</td>\n",
       "      <td>191.20</td>\n",
       "      <td>169.30</td>\n",
       "      <td>291.30</td>\n",
       "      <td>126.80</td>\n",
       "      <td>141.60</td>\n",
       "      <td>167.10</td>\n",
       "      <td>166.20</td>\n",
       "      <td>232.00</td>\n",
       "      <td>175.70</td>\n",
       "      <td>182.00</td>\n",
       "      <td>487.30</td>\n",
       "      <td>2446.20</td>\n",
       "      <td>(Decimal('102.473016'), Decimal('71.978434'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3683</th>\n",
       "      <td>Herpuchi</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('138.824395'), Decimal('52.976379'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3684</th>\n",
       "      <td>Honuu (Girl)</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('143.251985'), Decimal('66.451866'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>Khorey Vere</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('58.04802'), Decimal('67.416494'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3686</th>\n",
       "      <td>remedy</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('118.27157'), Decimal('56.912812'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3687</th>\n",
       "      <td>Cheboksary</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('47.320195'), Decimal('56.082722'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3688</th>\n",
       "      <td>Chyegdomyn</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Not found</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3689</th>\n",
       "      <td>Chelyabinsk (Balandino)</td>\n",
       "      <td>2007</td>\n",
       "      <td>122.84</td>\n",
       "      <td>139.73</td>\n",
       "      <td>182.91</td>\n",
       "      <td>223.38</td>\n",
       "      <td>203.07</td>\n",
       "      <td>174.30</td>\n",
       "      <td>201.67</td>\n",
       "      <td>220.31</td>\n",
       "      <td>216.50</td>\n",
       "      <td>288.86</td>\n",
       "      <td>281.83</td>\n",
       "      <td>249.76</td>\n",
       "      <td>2505.16</td>\n",
       "      <td>(Decimal('61.509282'), Decimal('55.298164'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3690</th>\n",
       "      <td>Cherepovets</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('38.02088'), Decimal('59.281551'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3691</th>\n",
       "      <td>Cherskiy</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('161.32298'), Decimal('68.747259'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3692</th>\n",
       "      <td>Chizha</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.366705'), Decimal('67.084013'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3693</th>\n",
       "      <td>Reads (tub)</td>\n",
       "      <td>2007</td>\n",
       "      <td>55.96</td>\n",
       "      <td>80.09</td>\n",
       "      <td>85.90</td>\n",
       "      <td>154.54</td>\n",
       "      <td>162.71</td>\n",
       "      <td>107.51</td>\n",
       "      <td>80.14</td>\n",
       "      <td>138.71</td>\n",
       "      <td>133.19</td>\n",
       "      <td>188.97</td>\n",
       "      <td>228.84</td>\n",
       "      <td>184.00</td>\n",
       "      <td>1600.56</td>\n",
       "      <td>(Decimal('113.306492'), Decimal('52.020464'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3694</th>\n",
       "      <td>Çokurdah</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('147.90427'), Decimal('70.623269'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3695</th>\n",
       "      <td>Çumikan</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('135.28347'), Decimal('54.69673'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3696</th>\n",
       "      <td>Şarıpovo</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('89.169766'), Decimal('55.458343'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3697</th>\n",
       "      <td>Shakhtars'k</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('142.076602'), Decimal('49.189684'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3698</th>\n",
       "      <td>Şoyna</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.156661'), Decimal('67.872927'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3699</th>\n",
       "      <td>Shushenskoe</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('92.048274'), Decimal('53.388274'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3700</th>\n",
       "      <td>Egvekinot (Bay Cross)</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('-179.089626'), Decimal('65.885249'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3701</th>\n",
       "      <td>Ekimçan</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('132.950411'), Decimal('53.074423'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3702</th>\n",
       "      <td>Elista</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.330575'), Decimal('46.369401'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3703</th>\n",
       "      <td>ESSO</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('158.709467'), Decimal('55.93715'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3704</th>\n",
       "      <td>South kurilsk (Mendeleevo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('145.681308'), Decimal('43.959284'))</td>\n",
       "      <td>东北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3705</th>\n",
       "      <td>Yuzhno-(Khomutovo)</td>\n",
       "      <td>2007</td>\n",
       "      <td>710.80</td>\n",
       "      <td>970.00</td>\n",
       "      <td>1330.30</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1324.40</td>\n",
       "      <td>1613.00</td>\n",
       "      <td>1450.70</td>\n",
       "      <td>1815.60</td>\n",
       "      <td>1902.30</td>\n",
       "      <td>1903.20</td>\n",
       "      <td>1666.10</td>\n",
       "      <td>1632.10</td>\n",
       "      <td>17670.80</td>\n",
       "      <td>(Decimal('142.723677'), Decimal('46.886967'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3706</th>\n",
       "      <td>Yakutsk</td>\n",
       "      <td>2007</td>\n",
       "      <td>583.70</td>\n",
       "      <td>707.80</td>\n",
       "      <td>851.80</td>\n",
       "      <td>1018.00</td>\n",
       "      <td>950.80</td>\n",
       "      <td>900.00</td>\n",
       "      <td>1154.90</td>\n",
       "      <td>1137.84</td>\n",
       "      <td>1485.50</td>\n",
       "      <td>1382.50</td>\n",
       "      <td>1488.00</td>\n",
       "      <td>1916.60</td>\n",
       "      <td>13577.44</td>\n",
       "      <td>(Decimal('129.750225'), Decimal('62.086594'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3707</th>\n",
       "      <td>Yakutsk (Magan)</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('-6.226888'), Decimal('8.607871'))</td>\n",
       "      <td>西北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3708</th>\n",
       "      <td>Yamburg</td>\n",
       "      <td>2007</td>\n",
       "      <td>3.55</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3.37</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4.31</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.88</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.93</td>\n",
       "      <td>4.17</td>\n",
       "      <td>8.87</td>\n",
       "      <td>55.59</td>\n",
       "      <td>(Decimal('75.097783'), Decimal('67.980026'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3709</th>\n",
       "      <td>Yaroslavl (Tunoshna)</td>\n",
       "      <td>2007</td>\n",
       "      <td>847.00</td>\n",
       "      <td>1482.90</td>\n",
       "      <td>1325.40</td>\n",
       "      <td>1235.97</td>\n",
       "      <td>629.00</td>\n",
       "      <td>838.00</td>\n",
       "      <td>1211.30</td>\n",
       "      <td>915.00</td>\n",
       "      <td>1249.60</td>\n",
       "      <td>1650.50</td>\n",
       "      <td>1822.60</td>\n",
       "      <td>2055.60</td>\n",
       "      <td>15262.87</td>\n",
       "      <td>(Decimal('40.170054'), Decimal('57.56231'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3710</th>\n",
       "      <td>Yartsevo</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('90.203907'), Decimal('60.252931'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3711 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Airport name  Year  January  February  \\\n",
       "0                                        Abakan  2019    44.70     66.21   \n",
       "1                                        Aikhal  2019     0.00      0.00   \n",
       "2                                          Loss  2019     0.00      0.00   \n",
       "3                                       Amderma  2019     0.00      0.00   \n",
       "4                               Anadyr (Carbon)  2019    81.63    143.01   \n",
       "5                             Anapa (Vitjazevo)  2019    45.92     53.15   \n",
       "6                             Apatite (Khibiny)  2019     0.00      0.00   \n",
       "7                         Arkhangelsk (Vaskovo)  2019     0.00      0.00   \n",
       "8                          Arkhangelsk (Talagy)  2019    85.61    118.70   \n",
       "9                        Astrakhan (Narimanovo)  2019    51.75     61.08   \n",
       "10                                         Trip  2019     1.36      2.70   \n",
       "11                                       Baykit  2019     0.00      0.00   \n",
       "12                         Barnaul (Titov Name)  2019   157.30    203.60   \n",
       "13                                     In Salah  2019     0.00      0.00   \n",
       "14                               white Mountain  2019     0.00      0.00   \n",
       "15                                     Belgorod  2019     2.47      5.07   \n",
       "16                                 Novy Urengoy  2019     6.00      2.90   \n",
       "17                                      Belushi  2019     0.00      0.00   \n",
       "18                                       Usinsk  2019     0.00      0.00   \n",
       "19    Beringovsky (Branch PCF \"A / P Chukotka\")  2019     0.00      0.00   \n",
       "20                   Blagoveshchensk (Ignatevo)  2019   163.60    224.50   \n",
       "21                                  Bovanenkovo  2019     0.00      0.00   \n",
       "22                                  Bogorodskoe  2019     0.04      0.10   \n",
       "23                                      Bodaybo  2019     0.00      0.00   \n",
       "24                                       Bratsk  2019     0.00      0.00   \n",
       "25                                      Bryansk  2019     0.00      0.00   \n",
       "26                                      Bugulma  2019     3.17      2.08   \n",
       "27                                     Vanavara  2019     0.00      0.00   \n",
       "28                                     Varandey  2019     0.00      0.00   \n",
       "29                                Верхневилюйск  2019     0.00      0.00   \n",
       "...                                         ...   ...      ...       ...   \n",
       "3681                                    Harwell  2007     0.00      0.00   \n",
       "3682                                   Khatanga  2007   115.70    191.20   \n",
       "3683                                   Herpuchi  2007     0.00      0.00   \n",
       "3684                               Honuu (Girl)  2007     0.00      0.00   \n",
       "3685                                Khorey Vere  2007     0.00      0.00   \n",
       "3686                                     remedy  2007     0.00      0.00   \n",
       "3687                                 Cheboksary  2007     0.00      0.00   \n",
       "3688                                 Chyegdomyn  2007     0.00      0.00   \n",
       "3689                    Chelyabinsk (Balandino)  2007   122.84    139.73   \n",
       "3690                                Cherepovets  2007     0.00      0.00   \n",
       "3691                                   Cherskiy  2007     0.00      0.00   \n",
       "3692                                     Chizha  2007     0.00      0.00   \n",
       "3693                                Reads (tub)  2007    55.96     80.09   \n",
       "3694                                   Çokurdah  2007     0.00      0.00   \n",
       "3695                                    Çumikan  2007     0.00      0.00   \n",
       "3696                                   Şarıpovo  2007     0.00      0.00   \n",
       "3697                                Shakhtars'k  2007     0.00      0.00   \n",
       "3698                                      Şoyna  2007     0.00      0.00   \n",
       "3699                                Shushenskoe  2007     0.00      0.00   \n",
       "3700                      Egvekinot (Bay Cross)  2007     0.00      0.00   \n",
       "3701                                    Ekimçan  2007     0.00      0.00   \n",
       "3702                                     Elista  2007     0.00      0.00   \n",
       "3703                                       ESSO  2007     0.00      0.00   \n",
       "3704                 South kurilsk (Mendeleevo)  2007     0.00      0.00   \n",
       "3705                         Yuzhno-(Khomutovo)  2007   710.80    970.00   \n",
       "3706                                    Yakutsk  2007   583.70    707.80   \n",
       "3707                            Yakutsk (Magan)  2007     0.00      0.00   \n",
       "3708                                    Yamburg  2007     3.55      0.16   \n",
       "3709                       Yaroslavl (Tunoshna)  2007   847.00   1482.90   \n",
       "3710                                   Yartsevo  2007     0.00      0.00   \n",
       "\n",
       "        March    April      May     June     July   August  September  \\\n",
       "0       72.70    75.82   100.34    78.38    63.88    73.06      66.74   \n",
       "1        0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "2        0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3        0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "4      260.90   304.36   122.00   106.87    84.99   130.00     102.00   \n",
       "5       54.00    54.72    52.00    67.45   172.31    72.57      70.00   \n",
       "6        0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "7        0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "8      131.39   144.82   137.95   140.18   128.56   135.68     124.75   \n",
       "9       65.60    71.84    71.38    63.95   164.86    79.46      85.21   \n",
       "10       3.52     3.42     2.09     2.42     1.79     2.08       3.81   \n",
       "11       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "12     226.10   227.40   195.40   232.80   221.20   232.98     243.90   \n",
       "13       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "14       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "15       4.13     4.29     4.93    32.40    35.29     6.16       6.36   \n",
       "16       3.50    14.30     7.30     6.40     7.40     8.30       5.50   \n",
       "17       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "18       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "19       0.00     0.00     1.00     2.00     6.00     6.00       1.00   \n",
       "20     286.40   283.00   213.90   212.80   243.60   267.30     272.40   \n",
       "21       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "22       0.02     0.09     0.05     0.00     0.22     0.02       0.11   \n",
       "23       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "24       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "25       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "26       1.30     1.61     2.87     0.87     2.11     1.75       1.57   \n",
       "27       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "28       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "29       0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "...       ...      ...      ...      ...      ...      ...        ...   \n",
       "3681     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3682   169.30   291.30   126.80   141.60   167.10   166.20     232.00   \n",
       "3683     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3684     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3685     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3686     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3687     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3688     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3689   182.91   223.38   203.07   174.30   201.67   220.31     216.50   \n",
       "3690     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3691     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3692     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3693    85.90   154.54   162.71   107.51    80.14   138.71     133.19   \n",
       "3694     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3695     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3696     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3697     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3698     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3699     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3700     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3701     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3702     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3703     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3704     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3705  1330.30  1352.30  1324.40  1613.00  1450.70  1815.60    1902.30   \n",
       "3706   851.80  1018.00   950.80   900.00  1154.90  1137.84    1485.50   \n",
       "3707     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "3708     3.37     5.32     4.31     6.30     6.88     3.60       4.13   \n",
       "3709  1325.40  1235.97   629.00   838.00  1211.30   915.00    1249.60   \n",
       "3710     0.00     0.00     0.00     0.00     0.00     0.00       0.00   \n",
       "\n",
       "      October  November  December  Whole year  \\\n",
       "0       75.44    110.50     89.80      917.57   \n",
       "1        0.00      0.00      0.00        0.00   \n",
       "2        0.00      0.00      0.00        0.00   \n",
       "3        0.00      0.00      0.00        0.00   \n",
       "4      118.00     94.00    199.00     1746.76   \n",
       "5       63.00     69.00     82.10      856.22   \n",
       "6        0.00      0.00      0.00        0.00   \n",
       "7        0.00      0.00      0.00        0.00   \n",
       "8      139.60    210.27    307.10     1804.61   \n",
       "9       87.23     79.06     99.16      980.58   \n",
       "10       3.46      1.94      1.54       30.13   \n",
       "11       0.00      0.00      0.00        0.00   \n",
       "12     271.40    253.06    309.60     2774.74   \n",
       "13       0.00      0.00      0.00        0.00   \n",
       "14       0.00      0.00      0.00        0.00   \n",
       "15       8.85      6.09      7.83      123.87   \n",
       "16       6.90      9.80     12.30       90.60   \n",
       "17       0.00      0.00      0.00        0.00   \n",
       "18       0.00      0.00      0.00        0.00   \n",
       "19       1.00      3.00      1.00       21.00   \n",
       "20     279.30    243.80    289.40     2980.00   \n",
       "21       0.00      0.00      0.00        0.00   \n",
       "22       0.01      0.14      1.20        2.00   \n",
       "23       0.00      0.00      0.00        0.00   \n",
       "24       0.00      0.00      0.00        0.00   \n",
       "25       0.00      0.00      0.00        0.00   \n",
       "26       2.04      2.28      1.97       23.62   \n",
       "27       0.00      0.00      0.00        0.00   \n",
       "28       0.00      0.00      0.00        0.00   \n",
       "29       0.00      0.00      0.00        0.00   \n",
       "...       ...       ...       ...         ...   \n",
       "3681     0.00      0.00      0.00        0.00   \n",
       "3682   175.70    182.00    487.30     2446.20   \n",
       "3683     0.00      0.00      0.00        0.00   \n",
       "3684     0.00      0.00      0.00        0.00   \n",
       "3685     0.00      0.00      0.00        0.00   \n",
       "3686     0.00      0.00      0.00        0.00   \n",
       "3687     0.00      0.00      0.00        0.00   \n",
       "3688     0.00      0.00      0.00        0.00   \n",
       "3689   288.86    281.83    249.76     2505.16   \n",
       "3690     0.00      0.00      0.00        0.00   \n",
       "3691     0.00      0.00      0.00        0.00   \n",
       "3692     0.00      0.00      0.00        0.00   \n",
       "3693   188.97    228.84    184.00     1600.56   \n",
       "3694     0.00      0.00      0.00        0.00   \n",
       "3695     0.00      0.00      0.00        0.00   \n",
       "3696     0.00      0.00      0.00        0.00   \n",
       "3697     0.00      0.00      0.00        0.00   \n",
       "3698     0.00      0.00      0.00        0.00   \n",
       "3699     0.00      0.00      0.00        0.00   \n",
       "3700     0.00      0.00      0.00        0.00   \n",
       "3701     0.00      0.00      0.00        0.00   \n",
       "3702     0.00      0.00      0.00        0.00   \n",
       "3703     0.00      0.00      0.00        0.00   \n",
       "3704     0.00      0.00      0.00        0.00   \n",
       "3705  1903.20   1666.10   1632.10    17670.80   \n",
       "3706  1382.50   1488.00   1916.60    13577.44   \n",
       "3707     0.00      0.00      0.00        0.00   \n",
       "3708     4.93      4.17      8.87       55.59   \n",
       "3709  1650.50   1822.60   2055.60    15262.87   \n",
       "3710     0.00      0.00      0.00        0.00   \n",
       "\n",
       "                                 Airport coordinates direction  \n",
       "0       (Decimal('91.399735'), Decimal('53.751351'))        东南  \n",
       "1      (Decimal('111.543324'), Decimal('65.957161'))        东南  \n",
       "2      (Decimal('125.398355'), Decimal('58.602489'))        东南  \n",
       "3       (Decimal('61.577429'), Decimal('69.759076'))        西南  \n",
       "4      (Decimal('177.738273'), Decimal('64.713433'))        东南  \n",
       "5       (Decimal('37.341511'), Decimal('45.003748'))        西南  \n",
       "6       (Decimal('33.581999'), Decimal('67.459641'))        西南  \n",
       "7       (Decimal('40.706789'), Decimal('64.592645'))        西南  \n",
       "8       (Decimal('40.714892'), Decimal('64.596138'))        西南  \n",
       "9       (Decimal('47.999896'), Decimal('46.287344'))        西南  \n",
       "10     (Decimal('138.042241'), Decimal('56.431311'))        东南  \n",
       "11      (Decimal('96.366763'), Decimal('61.681612'))        东南  \n",
       "12      (Decimal('83.547723'), Decimal('53.361377'))        西南  \n",
       "13     (Decimal('130.399707'), Decimal('67.792415'))        东南  \n",
       "14     (Decimal('146.228094'), Decimal('68.553931'))        东南  \n",
       "15      (Decimal('36.570541'), Decimal('50.645157'))        西南  \n",
       "16      (Decimal('66.694583'), Decimal('63.697412'))        西南  \n",
       "17      (Decimal('47.623466'), Decimal('66.887693'))        西南  \n",
       "18      (Decimal('65.046174'), Decimal('63.927111'))        西南  \n",
       "19     (Decimal('179.293427'), Decimal('63.025373'))        东南  \n",
       "20      (Decimal('127.407536'), Decimal('50.42238'))        东南  \n",
       "21      (Decimal('68.338149'), Decimal('70.319169'))        西南  \n",
       "22     (Decimal('140.445792'), Decimal('52.376818'))        东南  \n",
       "23     (Decimal('114.225855'), Decimal('57.857975'))        东南  \n",
       "24     (Decimal('101.703088'), Decimal('56.365054'))        东南  \n",
       "25      (Decimal('34.182693'), Decimal('53.213493'))        西南  \n",
       "26      (Decimal('52.790306'), Decimal('54.634026'))        西南  \n",
       "27     (Decimal('102.303298'), Decimal('60.351026'))        东南  \n",
       "28      (Decimal('58.202862'), Decimal('68.846223'))        西南  \n",
       "29     (Decimal('120.278784'), Decimal('63.457425'))        东南  \n",
       "...                                              ...       ...  \n",
       "3681     (Decimal('59.555959'), Decimal('66.84556'))        西南  \n",
       "3682   (Decimal('102.473016'), Decimal('71.978434'))        东南  \n",
       "3683   (Decimal('138.824395'), Decimal('52.976379'))        东南  \n",
       "3684   (Decimal('143.251985'), Decimal('66.451866'))        东南  \n",
       "3685     (Decimal('58.04802'), Decimal('67.416494'))        西南  \n",
       "3686    (Decimal('118.27157'), Decimal('56.912812'))        东南  \n",
       "3687    (Decimal('47.320195'), Decimal('56.082722'))        西南  \n",
       "3688                                       Not found       NaN  \n",
       "3689    (Decimal('61.509282'), Decimal('55.298164'))        西南  \n",
       "3690     (Decimal('38.02088'), Decimal('59.281551'))        西南  \n",
       "3691    (Decimal('161.32298'), Decimal('68.747259'))        东南  \n",
       "3692    (Decimal('44.366705'), Decimal('67.084013'))        西南  \n",
       "3693   (Decimal('113.306492'), Decimal('52.020464'))        东南  \n",
       "3694    (Decimal('147.90427'), Decimal('70.623269'))        东南  \n",
       "3695     (Decimal('135.28347'), Decimal('54.69673'))        东南  \n",
       "3696    (Decimal('89.169766'), Decimal('55.458343'))        西南  \n",
       "3697   (Decimal('142.076602'), Decimal('49.189684'))        东南  \n",
       "3698    (Decimal('44.156661'), Decimal('67.872927'))        西南  \n",
       "3699    (Decimal('92.048274'), Decimal('53.388274'))        东南  \n",
       "3700  (Decimal('-179.089626'), Decimal('65.885249'))        东南  \n",
       "3701   (Decimal('132.950411'), Decimal('53.074423'))        东南  \n",
       "3702    (Decimal('44.330575'), Decimal('46.369401'))        西南  \n",
       "3703    (Decimal('158.709467'), Decimal('55.93715'))        东南  \n",
       "3704   (Decimal('145.681308'), Decimal('43.959284'))        东北  \n",
       "3705   (Decimal('142.723677'), Decimal('46.886967'))        东南  \n",
       "3706   (Decimal('129.750225'), Decimal('62.086594'))        东南  \n",
       "3707     (Decimal('-6.226888'), Decimal('8.607871'))        西北  \n",
       "3708    (Decimal('75.097783'), Decimal('67.980026'))        西南  \n",
       "3709     (Decimal('40.170054'), Decimal('57.56231'))        西南  \n",
       "3710    (Decimal('90.203907'), Decimal('60.252931'))        东南  \n",
       "\n",
       "[3711 rows x 17 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题六：在统计学中常常用秩代表排名，现在规定某个机场某年某个月的秩为该机场该月在当年所有月份中货运量的排名（例如 *** 机场 19 年 1 月运量在整个 19 年 12 个月中排名第一，则秩为 1），那么判断某月运量情况的相对大小的秩方法为将所有机场在该月的秩排名相加，并将这个量定义为每一个月的秩综合指数，请根据上述定义计算 2016 年 12 个月\n",
    "的秩综合指数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Airport name</th>\n",
       "      <th>Year</th>\n",
       "      <th>January</th>\n",
       "      <th>February</th>\n",
       "      <th>March</th>\n",
       "      <th>April</th>\n",
       "      <th>May</th>\n",
       "      <th>June</th>\n",
       "      <th>July</th>\n",
       "      <th>August</th>\n",
       "      <th>September</th>\n",
       "      <th>October</th>\n",
       "      <th>November</th>\n",
       "      <th>December</th>\n",
       "      <th>Whole year</th>\n",
       "      <th>Airport coordinates</th>\n",
       "      <th>direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>Abakan</td>\n",
       "      <td>2016</td>\n",
       "      <td>34.10</td>\n",
       "      <td>45.41</td>\n",
       "      <td>58.97</td>\n",
       "      <td>72.71</td>\n",
       "      <td>91.66</td>\n",
       "      <td>78.49</td>\n",
       "      <td>64.31</td>\n",
       "      <td>127.29</td>\n",
       "      <td>89.07</td>\n",
       "      <td>74.99</td>\n",
       "      <td>78.66</td>\n",
       "      <td>94.01</td>\n",
       "      <td>909.67</td>\n",
       "      <td>(Decimal('91.399735'), Decimal('53.751351'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Aikhal</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('111.543324'), Decimal('65.957161'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Loss</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('125.398355'), Decimal('58.602489'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>Amderma</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('61.577429'), Decimal('69.759076'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Anadyr</td>\n",
       "      <td>2016</td>\n",
       "      <td>146.50</td>\n",
       "      <td>232.97</td>\n",
       "      <td>245.75</td>\n",
       "      <td>429.50</td>\n",
       "      <td>188.14</td>\n",
       "      <td>126.57</td>\n",
       "      <td>71.93</td>\n",
       "      <td>117.67</td>\n",
       "      <td>109.68</td>\n",
       "      <td>108.43</td>\n",
       "      <td>133.43</td>\n",
       "      <td>108.43</td>\n",
       "      <td>2019.00</td>\n",
       "      <td>(Decimal('177.738273'), Decimal('64.713433'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Anapa (Vitjazevo)</td>\n",
       "      <td>2016</td>\n",
       "      <td>26.19</td>\n",
       "      <td>29.87</td>\n",
       "      <td>36.57</td>\n",
       "      <td>42.38</td>\n",
       "      <td>43.94</td>\n",
       "      <td>55.11</td>\n",
       "      <td>66.89</td>\n",
       "      <td>67.05</td>\n",
       "      <td>69.73</td>\n",
       "      <td>67.14</td>\n",
       "      <td>56.69</td>\n",
       "      <td>69.82</td>\n",
       "      <td>631.38</td>\n",
       "      <td>(Decimal('37.341511'), Decimal('45.003748'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Antypayuta</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Not found</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Apatite (Khibiny)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('33.581999'), Decimal('67.459641'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Arkhangelsk (Vaskovo)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('40.706789'), Decimal('64.592645'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Arkhangelsk (Talagy)</td>\n",
       "      <td>2016</td>\n",
       "      <td>86.80</td>\n",
       "      <td>164.60</td>\n",
       "      <td>212.00</td>\n",
       "      <td>225.90</td>\n",
       "      <td>239.00</td>\n",
       "      <td>152.40</td>\n",
       "      <td>126.50</td>\n",
       "      <td>147.30</td>\n",
       "      <td>144.70</td>\n",
       "      <td>127.30</td>\n",
       "      <td>245.30</td>\n",
       "      <td>420.10</td>\n",
       "      <td>2291.90</td>\n",
       "      <td>(Decimal('40.714892'), Decimal('64.596138'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Astrakhan (Narimanovo)</td>\n",
       "      <td>2016</td>\n",
       "      <td>49.87</td>\n",
       "      <td>60.31</td>\n",
       "      <td>71.28</td>\n",
       "      <td>71.36</td>\n",
       "      <td>61.42</td>\n",
       "      <td>68.30</td>\n",
       "      <td>72.11</td>\n",
       "      <td>75.90</td>\n",
       "      <td>79.80</td>\n",
       "      <td>77.45</td>\n",
       "      <td>74.66</td>\n",
       "      <td>86.44</td>\n",
       "      <td>848.90</td>\n",
       "      <td>(Decimal('47.999896'), Decimal('46.287344'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>Achinsk</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('90.566467'), Decimal('56.271301'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Trip</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('138.042241'), Decimal('56.431311'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Auctions</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('113.479076'), Decimal('54.369366'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Baykit</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('96.366763'), Decimal('61.681612'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Barnaul (Titov Name)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('83.547723'), Decimal('53.361377'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>In Salah</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('130.399707'), Decimal('67.792415'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>white Mountain</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('146.228094'), Decimal('68.553931'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Belgorod</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('36.570541'), Decimal('50.645157'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Novy Urengoy</td>\n",
       "      <td>2016</td>\n",
       "      <td>8.40</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.30</td>\n",
       "      <td>18.50</td>\n",
       "      <td>14.10</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58.10</td>\n",
       "      <td>(Decimal('66.694583'), Decimal('63.697412'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Belushi</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('47.623466'), Decimal('66.887693'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>Usinsk</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('65.046174'), Decimal('63.927111'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Beringovsky (Branch PCF \"A / P Chukotka\")</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('179.293427'), Decimal('63.025373'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Biisk</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('85.343842'), Decimal('52.481983'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Blagoveshchensk</td>\n",
       "      <td>2016</td>\n",
       "      <td>149.10</td>\n",
       "      <td>182.20</td>\n",
       "      <td>224.90</td>\n",
       "      <td>244.40</td>\n",
       "      <td>239.60</td>\n",
       "      <td>244.20</td>\n",
       "      <td>246.30</td>\n",
       "      <td>318.60</td>\n",
       "      <td>272.90</td>\n",
       "      <td>280.40</td>\n",
       "      <td>309.10</td>\n",
       "      <td>396.60</td>\n",
       "      <td>3108.30</td>\n",
       "      <td>(Decimal('127.407536'), Decimal('50.42238'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Bovanenkovo</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('68.338149'), Decimal('70.319169'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Bogorodskoe</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('140.445792'), Decimal('52.376818'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Boguçanı</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('97.46764'), Decimal('58.381633'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Bodaybo</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('114.225855'), Decimal('57.857975'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Bratsk</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('101.703088'), Decimal('56.365054'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>Harwell</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('59.555959'), Decimal('66.84556'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>2016</td>\n",
       "      <td>150.51</td>\n",
       "      <td>80.16</td>\n",
       "      <td>188.31</td>\n",
       "      <td>233.12</td>\n",
       "      <td>258.44</td>\n",
       "      <td>147.32</td>\n",
       "      <td>108.88</td>\n",
       "      <td>130.08</td>\n",
       "      <td>73.10</td>\n",
       "      <td>181.63</td>\n",
       "      <td>213.77</td>\n",
       "      <td>233.79</td>\n",
       "      <td>1999.11</td>\n",
       "      <td>(Decimal('102.473016'), Decimal('71.978434'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Herpuchi</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('138.824395'), Decimal('52.976379'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>Honuu (Girl)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('143.251985'), Decimal('66.451866'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>Khorey Vere</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('58.04802'), Decimal('67.416494'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>remedy</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('118.27157'), Decimal('56.912812'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>Cheboksary</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('47.320195'), Decimal('56.082722'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>Chyegdomyn</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Not found</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>Chelyabinsk (Balandino)</td>\n",
       "      <td>2016</td>\n",
       "      <td>159.00</td>\n",
       "      <td>205.00</td>\n",
       "      <td>222.57</td>\n",
       "      <td>210.14</td>\n",
       "      <td>257.73</td>\n",
       "      <td>216.65</td>\n",
       "      <td>215.46</td>\n",
       "      <td>235.12</td>\n",
       "      <td>232.37</td>\n",
       "      <td>233.95</td>\n",
       "      <td>255.14</td>\n",
       "      <td>339.62</td>\n",
       "      <td>2782.75</td>\n",
       "      <td>(Decimal('61.509282'), Decimal('55.298164'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>Cherepovets</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('38.02088'), Decimal('59.281551'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>Cherskiy</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('161.32298'), Decimal('68.747259'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Chizha</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.366705'), Decimal('67.084013'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>Reads (tub)</td>\n",
       "      <td>2016</td>\n",
       "      <td>141.03</td>\n",
       "      <td>142.33</td>\n",
       "      <td>255.10</td>\n",
       "      <td>248.29</td>\n",
       "      <td>223.69</td>\n",
       "      <td>242.66</td>\n",
       "      <td>227.09</td>\n",
       "      <td>331.84</td>\n",
       "      <td>315.08</td>\n",
       "      <td>322.28</td>\n",
       "      <td>319.33</td>\n",
       "      <td>331.61</td>\n",
       "      <td>3100.33</td>\n",
       "      <td>(Decimal('113.306492'), Decimal('52.020464'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>Çokurdah</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('147.90427'), Decimal('70.623269'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>Çumikan</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('135.28347'), Decimal('54.69673'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>Şarıpovo</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('89.169766'), Decimal('55.458343'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>Shakhtars'k</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('142.076602'), Decimal('49.189684'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>Şoyna</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.156661'), Decimal('67.872927'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>Shushenskoe</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('92.048274'), Decimal('53.388274'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>Egvekinot (Bay Cross)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('-179.089626'), Decimal('65.885249'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Ekimçan</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('132.950411'), Decimal('53.074423'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>Elista</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('44.330575'), Decimal('46.369401'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>ESSO</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('158.709467'), Decimal('55.93715'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>South kurilsk (Mendeleevo)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('145.681308'), Decimal('43.959284'))</td>\n",
       "      <td>东北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>Yuzhno-(Khomutovo)</td>\n",
       "      <td>2016</td>\n",
       "      <td>559.97</td>\n",
       "      <td>725.76</td>\n",
       "      <td>777.57</td>\n",
       "      <td>700.44</td>\n",
       "      <td>853.22</td>\n",
       "      <td>918.31</td>\n",
       "      <td>970.06</td>\n",
       "      <td>933.62</td>\n",
       "      <td>1125.51</td>\n",
       "      <td>1003.01</td>\n",
       "      <td>893.19</td>\n",
       "      <td>1098.37</td>\n",
       "      <td>10559.03</td>\n",
       "      <td>(Decimal('142.723677'), Decimal('46.886967'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>Yakutsk</td>\n",
       "      <td>2016</td>\n",
       "      <td>431.34</td>\n",
       "      <td>488.02</td>\n",
       "      <td>608.62</td>\n",
       "      <td>711.00</td>\n",
       "      <td>658.81</td>\n",
       "      <td>1095.11</td>\n",
       "      <td>1063.01</td>\n",
       "      <td>1089.35</td>\n",
       "      <td>1115.35</td>\n",
       "      <td>1067.79</td>\n",
       "      <td>1211.02</td>\n",
       "      <td>1506.75</td>\n",
       "      <td>11046.17</td>\n",
       "      <td>(Decimal('129.750225'), Decimal('62.086594'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>Yakutsk (Magan)</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('-6.226888'), Decimal('8.607871'))</td>\n",
       "      <td>西北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>Yamburg</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.03</td>\n",
       "      <td>31.89</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.56</td>\n",
       "      <td>(Decimal('75.097783'), Decimal('67.980026'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>Yaroslavl (Tunoshna)</td>\n",
       "      <td>2016</td>\n",
       "      <td>288.54</td>\n",
       "      <td>291.42</td>\n",
       "      <td>317.44</td>\n",
       "      <td>216.73</td>\n",
       "      <td>386.12</td>\n",
       "      <td>469.40</td>\n",
       "      <td>257.13</td>\n",
       "      <td>195.59</td>\n",
       "      <td>539.52</td>\n",
       "      <td>221.29</td>\n",
       "      <td>372.30</td>\n",
       "      <td>232.70</td>\n",
       "      <td>3788.18</td>\n",
       "      <td>(Decimal('40.170054'), Decimal('57.56231'))</td>\n",
       "      <td>西南</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>Yartsevo</td>\n",
       "      <td>2016</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>(Decimal('90.203907'), Decimal('60.252931'))</td>\n",
       "      <td>东南</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>292 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Airport name  Year  January  February  \\\n",
       "791                                      Abakan  2016    34.10     45.41   \n",
       "792                                      Aikhal  2016     0.00      0.00   \n",
       "793                                        Loss  2016     0.00      0.00   \n",
       "794                                     Amderma  2016     0.00      0.00   \n",
       "795                                      Anadyr  2016   146.50    232.97   \n",
       "796                           Anapa (Vitjazevo)  2016    26.19     29.87   \n",
       "797                                  Antypayuta  2016     0.00      0.00   \n",
       "798                           Apatite (Khibiny)  2016     0.00      0.00   \n",
       "799                       Arkhangelsk (Vaskovo)  2016     0.00      0.00   \n",
       "800                        Arkhangelsk (Talagy)  2016    86.80    164.60   \n",
       "801                      Astrakhan (Narimanovo)  2016    49.87     60.31   \n",
       "802                                     Achinsk  2016     0.00      0.00   \n",
       "803                                        Trip  2016     0.00      0.00   \n",
       "804                                    Auctions  2016     0.00      0.00   \n",
       "805                                      Baykit  2016     0.00      0.00   \n",
       "806                        Barnaul (Titov Name)  2016     0.00      0.00   \n",
       "807                                    In Salah  2016     0.00      0.00   \n",
       "808                              white Mountain  2016     0.00      0.00   \n",
       "809                                    Belgorod  2016     0.00      0.00   \n",
       "810                                Novy Urengoy  2016     8.40      5.10   \n",
       "811                                     Belushi  2016     0.00      0.00   \n",
       "812                                      Usinsk  2016     0.00      0.00   \n",
       "813   Beringovsky (Branch PCF \"A / P Chukotka\")  2016     0.00      0.00   \n",
       "814                                       Biisk  2016     0.00      0.00   \n",
       "815                             Blagoveshchensk  2016   149.10    182.20   \n",
       "816                                 Bovanenkovo  2016     0.00      0.00   \n",
       "817                                 Bogorodskoe  2016     0.00      0.00   \n",
       "818                                    Boguçanı  2016     0.00      0.00   \n",
       "819                                     Bodaybo  2016     0.00      0.00   \n",
       "820                                      Bratsk  2016     0.00      0.00   \n",
       "...                                         ...   ...      ...       ...   \n",
       "1053                                    Harwell  2016     0.00      0.00   \n",
       "1054                                   Khatanga  2016   150.51     80.16   \n",
       "1055                                   Herpuchi  2016     0.00      0.00   \n",
       "1056                               Honuu (Girl)  2016     0.00      0.00   \n",
       "1057                                Khorey Vere  2016     0.00      0.00   \n",
       "1058                                     remedy  2016     0.00      0.00   \n",
       "1059                                 Cheboksary  2016     0.00      0.00   \n",
       "1060                                 Chyegdomyn  2016     0.00      0.00   \n",
       "1061                    Chelyabinsk (Balandino)  2016   159.00    205.00   \n",
       "1062                                Cherepovets  2016     0.00      0.00   \n",
       "1063                                   Cherskiy  2016     0.00      0.00   \n",
       "1064                                     Chizha  2016     0.00      0.00   \n",
       "1065                                Reads (tub)  2016   141.03    142.33   \n",
       "1066                                   Çokurdah  2016     0.00      0.00   \n",
       "1067                                    Çumikan  2016     0.00      0.00   \n",
       "1068                                   Şarıpovo  2016     0.00      0.00   \n",
       "1069                                Shakhtars'k  2016     0.00      0.00   \n",
       "1070                                      Şoyna  2016     0.00      0.00   \n",
       "1071                                Shushenskoe  2016     0.00      0.00   \n",
       "1072                      Egvekinot (Bay Cross)  2016     0.00      0.00   \n",
       "1073                                    Ekimçan  2016     0.00      0.00   \n",
       "1074                                     Elista  2016     0.00      0.00   \n",
       "1075                                       ESSO  2016     0.00      0.00   \n",
       "1076                 South kurilsk (Mendeleevo)  2016     0.00      0.00   \n",
       "1077                         Yuzhno-(Khomutovo)  2016   559.97    725.76   \n",
       "1078                                    Yakutsk  2016   431.34    488.02   \n",
       "1079                            Yakutsk (Magan)  2016     0.00      0.00   \n",
       "1080                                    Yamburg  2016     0.45      1.96   \n",
       "1081                       Yaroslavl (Tunoshna)  2016   288.54    291.42   \n",
       "1082                                   Yartsevo  2016     0.00      0.00   \n",
       "\n",
       "       March   April     May     June     July   August  September  October  \\\n",
       "791    58.97   72.71   91.66    78.49    64.31   127.29      89.07    74.99   \n",
       "792     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "793     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "794     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "795   245.75  429.50  188.14   126.57    71.93   117.67     109.68   108.43   \n",
       "796    36.57   42.38   43.94    55.11    66.89    67.05      69.73    67.14   \n",
       "797     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "798     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "799     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "800   212.00  225.90  239.00   152.40   126.50   147.30     144.70   127.30   \n",
       "801    71.28   71.36   61.42    68.30    72.11    75.90      79.80    77.45   \n",
       "802     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "803     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "804     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "805     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "806     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "807     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "808     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "809     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "810     5.30   18.50   14.10     6.70     0.00     0.00       0.00     0.00   \n",
       "811     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "812     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "813     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "814     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "815   224.90  244.40  239.60   244.20   246.30   318.60     272.90   280.40   \n",
       "816     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "817     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "818     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "819     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "820     0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "...      ...     ...     ...      ...      ...      ...        ...      ...   \n",
       "1053    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1054  188.31  233.12  258.44   147.32   108.88   130.08      73.10   181.63   \n",
       "1055    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1056    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1057    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1058    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1059    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1060    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1061  222.57  210.14  257.73   216.65   215.46   235.12     232.37   233.95   \n",
       "1062    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1063    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1064    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1065  255.10  248.29  223.69   242.66   227.09   331.84     315.08   322.28   \n",
       "1066    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1067    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1068    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1069    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1070    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1071    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1072    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1073    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1074    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1075    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1076    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1077  777.57  700.44  853.22   918.31   970.06   933.62    1125.51  1003.01   \n",
       "1078  608.62  711.00  658.81  1095.11  1063.01  1089.35    1115.35  1067.79   \n",
       "1079    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "1080    0.63    0.07    0.02     0.28     0.05     0.03      31.89     0.10   \n",
       "1081  317.44  216.73  386.12   469.40   257.13   195.59     539.52   221.29   \n",
       "1082    0.00    0.00    0.00     0.00     0.00     0.00       0.00     0.00   \n",
       "\n",
       "      November  December  Whole year  \\\n",
       "791      78.66     94.01      909.67   \n",
       "792       0.00      0.00        0.00   \n",
       "793       0.00      0.00        0.00   \n",
       "794       0.00      0.00        0.00   \n",
       "795     133.43    108.43     2019.00   \n",
       "796      56.69     69.82      631.38   \n",
       "797       0.00      0.00        0.00   \n",
       "798       0.00      0.00        0.00   \n",
       "799       0.00      0.00        0.00   \n",
       "800     245.30    420.10     2291.90   \n",
       "801      74.66     86.44      848.90   \n",
       "802       0.00      0.00        0.00   \n",
       "803       0.00      0.00        0.00   \n",
       "804       0.00      0.00        0.00   \n",
       "805       0.00      0.00        0.00   \n",
       "806       0.00      0.00        0.00   \n",
       "807       0.00      0.00        0.00   \n",
       "808       0.00      0.00        0.00   \n",
       "809       0.00      0.00        0.00   \n",
       "810       0.00      0.00       58.10   \n",
       "811       0.00      0.00        0.00   \n",
       "812       0.00      0.00        0.00   \n",
       "813       0.00      0.00        0.00   \n",
       "814       0.00      0.00        0.00   \n",
       "815     309.10    396.60     3108.30   \n",
       "816       0.00      0.00        0.00   \n",
       "817       0.00      0.00        0.00   \n",
       "818       0.00      0.00        0.00   \n",
       "819       0.00      0.00        0.00   \n",
       "820       0.00      0.00        0.00   \n",
       "...        ...       ...         ...   \n",
       "1053      0.00      0.00        0.00   \n",
       "1054    213.77    233.79     1999.11   \n",
       "1055      0.00      0.00        0.00   \n",
       "1056      0.00      0.00        0.00   \n",
       "1057      0.00      0.00        0.00   \n",
       "1058      0.00      0.00        0.00   \n",
       "1059      0.00      0.00        0.00   \n",
       "1060      0.00      0.00        0.00   \n",
       "1061    255.14    339.62     2782.75   \n",
       "1062      0.00      0.00        0.00   \n",
       "1063      0.00      0.00        0.00   \n",
       "1064      0.00      0.00        0.00   \n",
       "1065    319.33    331.61     3100.33   \n",
       "1066      0.00      0.00        0.00   \n",
       "1067      0.00      0.00        0.00   \n",
       "1068      0.00      0.00        0.00   \n",
       "1069      0.00      0.00        0.00   \n",
       "1070      0.00      0.00        0.00   \n",
       "1071      0.00      0.00        0.00   \n",
       "1072      0.00      0.00        0.00   \n",
       "1073      0.00      0.00        0.00   \n",
       "1074      0.00      0.00        0.00   \n",
       "1075      0.00      0.00        0.00   \n",
       "1076      0.00      0.00        0.00   \n",
       "1077    893.19   1098.37    10559.03   \n",
       "1078   1211.02   1506.75    11046.17   \n",
       "1079      0.00      0.00        0.00   \n",
       "1080      0.08      0.00       35.56   \n",
       "1081    372.30    232.70     3788.18   \n",
       "1082      0.00      0.00        0.00   \n",
       "\n",
       "                                 Airport coordinates direction  \n",
       "791     (Decimal('91.399735'), Decimal('53.751351'))        东南  \n",
       "792    (Decimal('111.543324'), Decimal('65.957161'))        东南  \n",
       "793    (Decimal('125.398355'), Decimal('58.602489'))        东南  \n",
       "794     (Decimal('61.577429'), Decimal('69.759076'))        西南  \n",
       "795    (Decimal('177.738273'), Decimal('64.713433'))        东南  \n",
       "796     (Decimal('37.341511'), Decimal('45.003748'))        西南  \n",
       "797                                        Not found       NaN  \n",
       "798     (Decimal('33.581999'), Decimal('67.459641'))        西南  \n",
       "799     (Decimal('40.706789'), Decimal('64.592645'))        西南  \n",
       "800     (Decimal('40.714892'), Decimal('64.596138'))        西南  \n",
       "801     (Decimal('47.999896'), Decimal('46.287344'))        西南  \n",
       "802     (Decimal('90.566467'), Decimal('56.271301'))        东南  \n",
       "803    (Decimal('138.042241'), Decimal('56.431311'))        东南  \n",
       "804    (Decimal('113.479076'), Decimal('54.369366'))        东南  \n",
       "805     (Decimal('96.366763'), Decimal('61.681612'))        东南  \n",
       "806     (Decimal('83.547723'), Decimal('53.361377'))        西南  \n",
       "807    (Decimal('130.399707'), Decimal('67.792415'))        东南  \n",
       "808    (Decimal('146.228094'), Decimal('68.553931'))        东南  \n",
       "809     (Decimal('36.570541'), Decimal('50.645157'))        西南  \n",
       "810     (Decimal('66.694583'), Decimal('63.697412'))        西南  \n",
       "811     (Decimal('47.623466'), Decimal('66.887693'))        西南  \n",
       "812     (Decimal('65.046174'), Decimal('63.927111'))        西南  \n",
       "813    (Decimal('179.293427'), Decimal('63.025373'))        东南  \n",
       "814     (Decimal('85.343842'), Decimal('52.481983'))        西南  \n",
       "815     (Decimal('127.407536'), Decimal('50.42238'))        东南  \n",
       "816     (Decimal('68.338149'), Decimal('70.319169'))        西南  \n",
       "817    (Decimal('140.445792'), Decimal('52.376818'))        东南  \n",
       "818      (Decimal('97.46764'), Decimal('58.381633'))        东南  \n",
       "819    (Decimal('114.225855'), Decimal('57.857975'))        东南  \n",
       "820    (Decimal('101.703088'), Decimal('56.365054'))        东南  \n",
       "...                                              ...       ...  \n",
       "1053     (Decimal('59.555959'), Decimal('66.84556'))        西南  \n",
       "1054   (Decimal('102.473016'), Decimal('71.978434'))        东南  \n",
       "1055   (Decimal('138.824395'), Decimal('52.976379'))        东南  \n",
       "1056   (Decimal('143.251985'), Decimal('66.451866'))        东南  \n",
       "1057     (Decimal('58.04802'), Decimal('67.416494'))        西南  \n",
       "1058    (Decimal('118.27157'), Decimal('56.912812'))        东南  \n",
       "1059    (Decimal('47.320195'), Decimal('56.082722'))        西南  \n",
       "1060                                       Not found       NaN  \n",
       "1061    (Decimal('61.509282'), Decimal('55.298164'))        西南  \n",
       "1062     (Decimal('38.02088'), Decimal('59.281551'))        西南  \n",
       "1063    (Decimal('161.32298'), Decimal('68.747259'))        东南  \n",
       "1064    (Decimal('44.366705'), Decimal('67.084013'))        西南  \n",
       "1065   (Decimal('113.306492'), Decimal('52.020464'))        东南  \n",
       "1066    (Decimal('147.90427'), Decimal('70.623269'))        东南  \n",
       "1067     (Decimal('135.28347'), Decimal('54.69673'))        东南  \n",
       "1068    (Decimal('89.169766'), Decimal('55.458343'))        西南  \n",
       "1069   (Decimal('142.076602'), Decimal('49.189684'))        东南  \n",
       "1070    (Decimal('44.156661'), Decimal('67.872927'))        西南  \n",
       "1071    (Decimal('92.048274'), Decimal('53.388274'))        东南  \n",
       "1072  (Decimal('-179.089626'), Decimal('65.885249'))        东南  \n",
       "1073   (Decimal('132.950411'), Decimal('53.074423'))        东南  \n",
       "1074    (Decimal('44.330575'), Decimal('46.369401'))        西南  \n",
       "1075    (Decimal('158.709467'), Decimal('55.93715'))        东南  \n",
       "1076   (Decimal('145.681308'), Decimal('43.959284'))        东北  \n",
       "1077   (Decimal('142.723677'), Decimal('46.886967'))        东南  \n",
       "1078   (Decimal('129.750225'), Decimal('62.086594'))        东南  \n",
       "1079     (Decimal('-6.226888'), Decimal('8.607871'))        西北  \n",
       "1080    (Decimal('75.097783'), Decimal('67.980026'))        西南  \n",
       "1081     (Decimal('40.170054'), Decimal('57.56231'))        西南  \n",
       "1082    (Decimal('90.203907'), Decimal('60.252931'))        东南  \n",
       "\n",
       "[292 rows x 17 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ = df[df['Year'] == 2016].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>January</th>\n",
       "      <th>February</th>\n",
       "      <th>March</th>\n",
       "      <th>April</th>\n",
       "      <th>May</th>\n",
       "      <th>June</th>\n",
       "      <th>July</th>\n",
       "      <th>August</th>\n",
       "      <th>September</th>\n",
       "      <th>October</th>\n",
       "      <th>November</th>\n",
       "      <th>December</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>44.70</td>\n",
       "      <td>66.21</td>\n",
       "      <td>72.70</td>\n",
       "      <td>75.82</td>\n",
       "      <td>100.34</td>\n",
       "      <td>78.38</td>\n",
       "      <td>63.88</td>\n",
       "      <td>73.06</td>\n",
       "      <td>66.74</td>\n",
       "      <td>75.44</td>\n",
       "      <td>110.50</td>\n",
       "      <td>89.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>81.63</td>\n",
       "      <td>143.01</td>\n",
       "      <td>260.90</td>\n",
       "      <td>304.36</td>\n",
       "      <td>122.00</td>\n",
       "      <td>106.87</td>\n",
       "      <td>84.99</td>\n",
       "      <td>130.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>94.00</td>\n",
       "      <td>199.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>45.92</td>\n",
       "      <td>53.15</td>\n",
       "      <td>54.00</td>\n",
       "      <td>54.72</td>\n",
       "      <td>52.00</td>\n",
       "      <td>67.45</td>\n",
       "      <td>172.31</td>\n",
       "      <td>72.57</td>\n",
       "      <td>70.00</td>\n",
       "      <td>63.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>82.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>85.61</td>\n",
       "      <td>118.70</td>\n",
       "      <td>131.39</td>\n",
       "      <td>144.82</td>\n",
       "      <td>137.95</td>\n",
       "      <td>140.18</td>\n",
       "      <td>128.56</td>\n",
       "      <td>135.68</td>\n",
       "      <td>124.75</td>\n",
       "      <td>139.60</td>\n",
       "      <td>210.27</td>\n",
       "      <td>307.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51.75</td>\n",
       "      <td>61.08</td>\n",
       "      <td>65.60</td>\n",
       "      <td>71.84</td>\n",
       "      <td>71.38</td>\n",
       "      <td>63.95</td>\n",
       "      <td>164.86</td>\n",
       "      <td>79.46</td>\n",
       "      <td>85.21</td>\n",
       "      <td>87.23</td>\n",
       "      <td>79.06</td>\n",
       "      <td>99.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.36</td>\n",
       "      <td>2.70</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.42</td>\n",
       "      <td>2.09</td>\n",
       "      <td>2.42</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2.08</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>157.30</td>\n",
       "      <td>203.60</td>\n",
       "      <td>226.10</td>\n",
       "      <td>227.40</td>\n",
       "      <td>195.40</td>\n",
       "      <td>232.80</td>\n",
       "      <td>221.20</td>\n",
       "      <td>232.98</td>\n",
       "      <td>243.90</td>\n",
       "      <td>271.40</td>\n",
       "      <td>253.06</td>\n",
       "      <td>309.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.47</td>\n",
       "      <td>5.07</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.93</td>\n",
       "      <td>32.40</td>\n",
       "      <td>35.29</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.36</td>\n",
       "      <td>8.85</td>\n",
       "      <td>6.09</td>\n",
       "      <td>7.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6.00</td>\n",
       "      <td>2.90</td>\n",
       "      <td>3.50</td>\n",
       "      <td>14.30</td>\n",
       "      <td>7.30</td>\n",
       "      <td>6.40</td>\n",
       "      <td>7.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.90</td>\n",
       "      <td>9.80</td>\n",
       "      <td>12.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>163.60</td>\n",
       "      <td>224.50</td>\n",
       "      <td>286.40</td>\n",
       "      <td>283.00</td>\n",
       "      <td>213.90</td>\n",
       "      <td>212.80</td>\n",
       "      <td>243.60</td>\n",
       "      <td>267.30</td>\n",
       "      <td>272.40</td>\n",
       "      <td>279.30</td>\n",
       "      <td>243.80</td>\n",
       "      <td>289.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.17</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2.87</td>\n",
       "      <td>0.87</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.28</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3682</th>\n",
       "      <td>115.70</td>\n",
       "      <td>191.20</td>\n",
       "      <td>169.30</td>\n",
       "      <td>291.30</td>\n",
       "      <td>126.80</td>\n",
       "      <td>141.60</td>\n",
       "      <td>167.10</td>\n",
       "      <td>166.20</td>\n",
       "      <td>232.00</td>\n",
       "      <td>175.70</td>\n",
       "      <td>182.00</td>\n",
       "      <td>487.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3683</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3684</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3686</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3687</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3688</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3689</th>\n",
       "      <td>122.84</td>\n",
       "      <td>139.73</td>\n",
       "      <td>182.91</td>\n",
       "      <td>223.38</td>\n",
       "      <td>203.07</td>\n",
       "      <td>174.30</td>\n",
       "      <td>201.67</td>\n",
       "      <td>220.31</td>\n",
       "      <td>216.50</td>\n",
       "      <td>288.86</td>\n",
       "      <td>281.83</td>\n",
       "      <td>249.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3690</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3691</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3692</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3693</th>\n",
       "      <td>55.96</td>\n",
       "      <td>80.09</td>\n",
       "      <td>85.90</td>\n",
       "      <td>154.54</td>\n",
       "      <td>162.71</td>\n",
       "      <td>107.51</td>\n",
       "      <td>80.14</td>\n",
       "      <td>138.71</td>\n",
       "      <td>133.19</td>\n",
       "      <td>188.97</td>\n",
       "      <td>228.84</td>\n",
       "      <td>184.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3694</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3695</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3696</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3697</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3698</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3699</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3700</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3701</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3702</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3703</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3704</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3705</th>\n",
       "      <td>710.80</td>\n",
       "      <td>970.00</td>\n",
       "      <td>1330.30</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1324.40</td>\n",
       "      <td>1613.00</td>\n",
       "      <td>1450.70</td>\n",
       "      <td>1815.60</td>\n",
       "      <td>1902.30</td>\n",
       "      <td>1903.20</td>\n",
       "      <td>1666.10</td>\n",
       "      <td>1632.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3706</th>\n",
       "      <td>583.70</td>\n",
       "      <td>707.80</td>\n",
       "      <td>851.80</td>\n",
       "      <td>1018.00</td>\n",
       "      <td>950.80</td>\n",
       "      <td>900.00</td>\n",
       "      <td>1154.90</td>\n",
       "      <td>1137.84</td>\n",
       "      <td>1485.50</td>\n",
       "      <td>1382.50</td>\n",
       "      <td>1488.00</td>\n",
       "      <td>1916.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3707</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3708</th>\n",
       "      <td>3.55</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3.37</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4.31</td>\n",
       "      <td>6.30</td>\n",
       "      <td>6.88</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.93</td>\n",
       "      <td>4.17</td>\n",
       "      <td>8.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3709</th>\n",
       "      <td>847.00</td>\n",
       "      <td>1482.90</td>\n",
       "      <td>1325.40</td>\n",
       "      <td>1235.97</td>\n",
       "      <td>629.00</td>\n",
       "      <td>838.00</td>\n",
       "      <td>1211.30</td>\n",
       "      <td>915.00</td>\n",
       "      <td>1249.60</td>\n",
       "      <td>1650.50</td>\n",
       "      <td>1822.60</td>\n",
       "      <td>2055.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3710</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3711 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      January  February    March    April      May     June     July   August  \\\n",
       "0       44.70     66.21    72.70    75.82   100.34    78.38    63.88    73.06   \n",
       "1        0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "2        0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3        0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "4       81.63    143.01   260.90   304.36   122.00   106.87    84.99   130.00   \n",
       "5       45.92     53.15    54.00    54.72    52.00    67.45   172.31    72.57   \n",
       "6        0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "7        0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "8       85.61    118.70   131.39   144.82   137.95   140.18   128.56   135.68   \n",
       "9       51.75     61.08    65.60    71.84    71.38    63.95   164.86    79.46   \n",
       "10       1.36      2.70     3.52     3.42     2.09     2.42     1.79     2.08   \n",
       "11       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "12     157.30    203.60   226.10   227.40   195.40   232.80   221.20   232.98   \n",
       "13       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "14       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "15       2.47      5.07     4.13     4.29     4.93    32.40    35.29     6.16   \n",
       "16       6.00      2.90     3.50    14.30     7.30     6.40     7.40     8.30   \n",
       "17       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "18       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "19       0.00      0.00     0.00     0.00     1.00     2.00     6.00     6.00   \n",
       "20     163.60    224.50   286.40   283.00   213.90   212.80   243.60   267.30   \n",
       "21       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "22       0.04      0.10     0.02     0.09     0.05     0.00     0.22     0.02   \n",
       "23       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "24       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "25       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "26       3.17      2.08     1.30     1.61     2.87     0.87     2.11     1.75   \n",
       "27       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "28       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "29       0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "...       ...       ...      ...      ...      ...      ...      ...      ...   \n",
       "3681     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3682   115.70    191.20   169.30   291.30   126.80   141.60   167.10   166.20   \n",
       "3683     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3684     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3685     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3686     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3687     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3688     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3689   122.84    139.73   182.91   223.38   203.07   174.30   201.67   220.31   \n",
       "3690     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3691     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3692     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3693    55.96     80.09    85.90   154.54   162.71   107.51    80.14   138.71   \n",
       "3694     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3695     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3696     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3697     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3698     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3699     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3700     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3701     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3702     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3703     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3704     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3705   710.80    970.00  1330.30  1352.30  1324.40  1613.00  1450.70  1815.60   \n",
       "3706   583.70    707.80   851.80  1018.00   950.80   900.00  1154.90  1137.84   \n",
       "3707     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "3708     3.55      0.16     3.37     5.32     4.31     6.30     6.88     3.60   \n",
       "3709   847.00   1482.90  1325.40  1235.97   629.00   838.00  1211.30   915.00   \n",
       "3710     0.00      0.00     0.00     0.00     0.00     0.00     0.00     0.00   \n",
       "\n",
       "      September  October  November  December  \n",
       "0         66.74    75.44    110.50     89.80  \n",
       "1          0.00     0.00      0.00      0.00  \n",
       "2          0.00     0.00      0.00      0.00  \n",
       "3          0.00     0.00      0.00      0.00  \n",
       "4        102.00   118.00     94.00    199.00  \n",
       "5         70.00    63.00     69.00     82.10  \n",
       "6          0.00     0.00      0.00      0.00  \n",
       "7          0.00     0.00      0.00      0.00  \n",
       "8        124.75   139.60    210.27    307.10  \n",
       "9         85.21    87.23     79.06     99.16  \n",
       "10         3.81     3.46      1.94      1.54  \n",
       "11         0.00     0.00      0.00      0.00  \n",
       "12       243.90   271.40    253.06    309.60  \n",
       "13         0.00     0.00      0.00      0.00  \n",
       "14         0.00     0.00      0.00      0.00  \n",
       "15         6.36     8.85      6.09      7.83  \n",
       "16         5.50     6.90      9.80     12.30  \n",
       "17         0.00     0.00      0.00      0.00  \n",
       "18         0.00     0.00      0.00      0.00  \n",
       "19         1.00     1.00      3.00      1.00  \n",
       "20       272.40   279.30    243.80    289.40  \n",
       "21         0.00     0.00      0.00      0.00  \n",
       "22         0.11     0.01      0.14      1.20  \n",
       "23         0.00     0.00      0.00      0.00  \n",
       "24         0.00     0.00      0.00      0.00  \n",
       "25         0.00     0.00      0.00      0.00  \n",
       "26         1.57     2.04      2.28      1.97  \n",
       "27         0.00     0.00      0.00      0.00  \n",
       "28         0.00     0.00      0.00      0.00  \n",
       "29         0.00     0.00      0.00      0.00  \n",
       "...         ...      ...       ...       ...  \n",
       "3681       0.00     0.00      0.00      0.00  \n",
       "3682     232.00   175.70    182.00    487.30  \n",
       "3683       0.00     0.00      0.00      0.00  \n",
       "3684       0.00     0.00      0.00      0.00  \n",
       "3685       0.00     0.00      0.00      0.00  \n",
       "3686       0.00     0.00      0.00      0.00  \n",
       "3687       0.00     0.00      0.00      0.00  \n",
       "3688       0.00     0.00      0.00      0.00  \n",
       "3689     216.50   288.86    281.83    249.76  \n",
       "3690       0.00     0.00      0.00      0.00  \n",
       "3691       0.00     0.00      0.00      0.00  \n",
       "3692       0.00     0.00      0.00      0.00  \n",
       "3693     133.19   188.97    228.84    184.00  \n",
       "3694       0.00     0.00      0.00      0.00  \n",
       "3695       0.00     0.00      0.00      0.00  \n",
       "3696       0.00     0.00      0.00      0.00  \n",
       "3697       0.00     0.00      0.00      0.00  \n",
       "3698       0.00     0.00      0.00      0.00  \n",
       "3699       0.00     0.00      0.00      0.00  \n",
       "3700       0.00     0.00      0.00      0.00  \n",
       "3701       0.00     0.00      0.00      0.00  \n",
       "3702       0.00     0.00      0.00      0.00  \n",
       "3703       0.00     0.00      0.00      0.00  \n",
       "3704       0.00     0.00      0.00      0.00  \n",
       "3705    1902.30  1903.20   1666.10   1632.10  \n",
       "3706    1485.50  1382.50   1488.00   1916.60  \n",
       "3707       0.00     0.00      0.00      0.00  \n",
       "3708       4.13     4.93      4.17      8.87  \n",
       "3709    1249.60  1650.50   1822.60   2055.60  \n",
       "3710       0.00     0.00      0.00      0.00  \n",
       "\n",
       "[3711 rows x 12 columns]"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[:,'January':'December']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第三题：肺炎"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed = pd.read_csv(\"pandas1/美国确证数.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "death = pd.read_csv(\"pandas1/美国死亡数.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UID</th>\n",
       "      <th>iso2</th>\n",
       "      <th>iso3</th>\n",
       "      <th>code3</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>Admin2</th>\n",
       "      <th>Province_State</th>\n",
       "      <th>Country_Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long_</th>\n",
       "      <th>...</th>\n",
       "      <th>2020/4/17</th>\n",
       "      <th>2020/4/18</th>\n",
       "      <th>2020/4/19</th>\n",
       "      <th>2020/4/20</th>\n",
       "      <th>2020/4/21</th>\n",
       "      <th>2020/4/22</th>\n",
       "      <th>2020/4/23</th>\n",
       "      <th>2020/4/24</th>\n",
       "      <th>2020/4/25</th>\n",
       "      <th>2020/4/26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>84001001</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1001</td>\n",
       "      <td>Autauga</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.539527</td>\n",
       "      <td>-86.644082</td>\n",
       "      <td>...</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.727750</td>\n",
       "      <td>-87.722071</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>112</td>\n",
       "      <td>117</td>\n",
       "      <td>123</td>\n",
       "      <td>132</td>\n",
       "      <td>143</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.387129</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.996421</td>\n",
       "      <td>-87.125115</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.982109</td>\n",
       "      <td>-86.567906</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 107 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3  code3  FIPS   Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA    840  1001  Autauga        Alabama             US   \n",
       "1  84001003   US  USA    840  1003  Baldwin        Alabama             US   \n",
       "2  84001005   US  USA    840  1005  Barbour        Alabama             US   \n",
       "3  84001007   US  USA    840  1007     Bibb        Alabama             US   \n",
       "4  84001009   US  USA    840  1009   Blount        Alabama             US   \n",
       "\n",
       "         Lat      Long_  ... 2020/4/17  2020/4/18  2020/4/19  2020/4/20  \\\n",
       "0  32.539527 -86.644082  ...        26         25         26         28   \n",
       "1  30.727750 -87.722071  ...       103        109        112        117   \n",
       "2  31.868263 -85.387129  ...        15         18         20         22   \n",
       "3  32.996421 -87.125115  ...        24         26         28         32   \n",
       "4  33.982109 -86.567906  ...        20         20         21         22   \n",
       "\n",
       "   2020/4/21  2020/4/22  2020/4/23  2020/4/24  2020/4/25  2020/4/26  \n",
       "0         30         32         33         36         36         37  \n",
       "1        123        132        143        147        147        161  \n",
       "2         28         29         30         32         32         33  \n",
       "3         32         34         33         34         34         38  \n",
       "4         26         29         31         31         31         34  \n",
       "\n",
       "[5 rows x 107 columns]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confirmed.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UID</th>\n",
       "      <th>iso2</th>\n",
       "      <th>iso3</th>\n",
       "      <th>code3</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>Admin2</th>\n",
       "      <th>Province_State</th>\n",
       "      <th>Country_Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long_</th>\n",
       "      <th>...</th>\n",
       "      <th>2020/4/17</th>\n",
       "      <th>2020/4/18</th>\n",
       "      <th>2020/4/19</th>\n",
       "      <th>2020/4/20</th>\n",
       "      <th>2020/4/21</th>\n",
       "      <th>2020/4/22</th>\n",
       "      <th>2020/4/23</th>\n",
       "      <th>2020/4/24</th>\n",
       "      <th>2020/4/25</th>\n",
       "      <th>2020/4/26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>84001001</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1001</td>\n",
       "      <td>Autauga</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.539527</td>\n",
       "      <td>-86.644082</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.727750</td>\n",
       "      <td>-87.722071</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.387129</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.996421</td>\n",
       "      <td>-87.125115</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.982109</td>\n",
       "      <td>-86.567906</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 108 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3  code3  FIPS   Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA    840  1001  Autauga        Alabama             US   \n",
       "1  84001003   US  USA    840  1003  Baldwin        Alabama             US   \n",
       "2  84001005   US  USA    840  1005  Barbour        Alabama             US   \n",
       "3  84001007   US  USA    840  1007     Bibb        Alabama             US   \n",
       "4  84001009   US  USA    840  1009   Blount        Alabama             US   \n",
       "\n",
       "         Lat      Long_  ... 2020/4/17  2020/4/18  2020/4/19  2020/4/20  \\\n",
       "0  32.539527 -86.644082  ...         2          2          2          1   \n",
       "1  30.727750 -87.722071  ...         2          2          2          3   \n",
       "2  31.868263 -85.387129  ...         0          0          0          0   \n",
       "3  32.996421 -87.125115  ...         0          0          0          0   \n",
       "4  33.982109 -86.567906  ...         0          0          0          0   \n",
       "\n",
       "   2020/4/21  2020/4/22  2020/4/23  2020/4/24  2020/4/25  2020/4/26  \n",
       "0          1          2          2          2          2          2  \n",
       "1          3          3          3          3          3          3  \n",
       "2          0          0          0          0          0          0  \n",
       "3          0          0          0          0          0          0  \n",
       "4          0          0          0          0          0          0  \n",
       "\n",
       "[5 rows x 108 columns]"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "death.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一问：用 corr() 函数计算县(每行都是一个县)人口与表中最后一天记录日期 死亡数的相关系数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4038441973480685"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "death.Population.corr(death.iloc[:,-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "出的题还是很牛逼的，之后的题明天抽时间做"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
